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This [code block](https://github.com/NVIDIA/NeMo/blob/72f630d087d45655b1a069dc72debf01dfdbdb2d/nemo/utils/exp_manager.py#L785-L803) in exp_manager::check_resume seems to attempt to archive all log files from previous run to a folder `run_<count>`, even when train from scratch. However, due to th... | {
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Export SALM model to nemo trtllm
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Add a one line overview of what this PR aims to accomplish.
Make the speaker ID model accept an `np.ndarray[np.float32]`, not just an audio file path.
**Collection**: `asr`
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waveform, sr = torchaudio.load("someaudio.wav")
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} | # What does this PR do ?
- Adds/updates docstrings for the following classes:
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- `MegatronParallel`
- `MegatronStrategy`
- `ModelCheckpoint`
- `Resume`
- Updates the default of `ckpt_include_optimizer` to `True`
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Add a one line overview of what this PR aims to accomplish.
**Collection**: [Note which collection this PR will affect]
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**Collection**: [Note which collection this PR will affect]
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Add a one line overview of what this PR aims to accomplish.
**Collection**: [Note which collection this PR will affect]
# Changelog
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https://api.github.com/repos/NVIDIA/NeMo/issues/9932 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/9932/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/9932/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/9932/events | https://github.com/NVIDIA/NeMo/pull/9932 | 2,432,858,602 | PR_kwDOC_bI7s52nTKt | 9,932 | log TFLOPs | {
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"Hi @malay-nagda , This callback just computes the TFLOPs on training end. Do you guys have in the roadmap logging other metrics such tokens per second during training instead of just on training end? I could work on that fea... | 2024-07-26T19:37:00 | 2024-08-10T16:10:56 | 2024-08-04T06:41:53 | COLLABORATOR | {
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} | # What does this PR do ?
Log TFLOPs per sec per GPU (for LLMs)
**Collection**: [common, nlp, Run CICD]
# Changelog
- `callbacks.append(FLOPsMeasurementCallback(self.cfg))`
# Usage
```python
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fixing the bug for torch dist ckpt read in export | {
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-Mistral+Mixtral support
-Token Fusion support
-SigLIP support
-Video modality support
**Collection**: [Note which collection this PR will affect]
# Changelog
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} | # What does this PR do ?
- Automatically adds IO functionality to trainer's callbacks and loggers
- Automatically adds IO functionality to any custom classes when loading context
- Makes `enable_nemo_ckpt_io` compatible with async checkpointing
**Collection**: llm
# Changelog
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This PR adds an additional notebook covering new features in Neva:
-Mistral+Mixtral support
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-SigLIP support
-Video modality support
**Collection**: [Note which collection this PR will affect]
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} | # What does this PR do ?
Resolve issue caused by Dask version
**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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] | 2024-07-26T14:29:01 | 2024-09-09T01:56:57 | 2024-09-09T01:56:57 | CONTRIBUTOR | {
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Hi, there is some very old code it seems for BERT
https://github.com/NVIDIA/NeMo/pull/821
Is this still used? My understanding is there has been since then more efficient dataloader and code inside NeMo for training BERT? So maybe you don't need this anymore to remove confusion?
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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` f... | {
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} | Temporarily disable cuda graph based RNN-T greedy inference for r2.0.0rc1.
For very rare input shapes, a cooperative kernel might be used by
pytorch for LSTM operations. This does not work within a cuda graph
conditional node until CUDA 12.6.
Unfortunately CUDA 12.6 is not part of the 24.07 pytorch container
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# What does this PR do ?
Adds a Knob for OnlineSampling by introducing a new parameter 'global_sample_mapping' in the SFT config YAML(default value is false).
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} | # What does this PR do ?
This PR adds an additional notebook covering new features in Neva:
-Mistral+Mixtral support
-Token Fusion support
-SigLIP support
-Video modality support
**Collection**: [Note which collection this PR will affect]
# Changelog
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"Besides the minor comment above, LGTM"
] | 2024-07-26T06:19:39 | 2024-07-26T19:47:03 | 2024-07-26T19:47:02 | MEMBER | {
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Resolve issue caused by Dask version
**Collection**: [Note which collection this PR will affect]
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"@ericharper @akoumpa for vis",
"Thanks, I'll have a fix soon.",
"https://github.com/NVIDIA/NeMo/pull/9953",
"How about the other way around ? :) Nemo to HF for Mistral Instruct and Base"
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Currently the only provided conversion script is https://github.com/NVIDIA/NeMo/blob/main/scripts/checkpoint_converters/convert_mistral_7b_hf_to_nemo.py. This script doesn't support converting the latest https://huggingface.co/mistralai/Mistral-Nemo-... | {
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📝 Please remember the following to-do's before merge:
- [ ] Verify the presubmit CI
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- Adds/updates docstrings for the following classes:
- `PreTrainingDataModule`
- `MegatronParallel`
- `MegatronStrategy`
- `ModelCheckpoint`
- `Resume`
- Updates the default of `ckpt_include_optimizer` to `True`
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} | # What does this PR do ?
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
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} | # What does this PR do ?
Numpy 1.x is required, but 2 (latest) will be installed if it is not present. IPython is also required, but not listed as a requirement. Explicit requirements also make it possible to use `pip install nemo_toolkit` without the entire Anaconda distribution installed.
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} | # What does this PR do ?
Adding a "NeMo Fundamentals" page near the top of the developer docs.
**Collection**: Docs
# Changelog
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# Usage
N/A
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This is a minor update to the NeMo 2.0 progress bar that make the metrics slightly easier to parse. Rather than the progress being logged like this:
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Epoch 0: : 0%| | 0/80 [00:00<?]
Epoch 0: : 1%|▏ | 1/80 [00:00<00:45]
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Restore previous strict check to fix neva loading.
This is an alternative to https://github.com/NVIDIA/NeMo/pull/9854 which keeps new functionalities.
The proper fix should be in MCore, but it's too late to implement it for v0.8.
**Collection**: NLP
# Changelog
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# Usage
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**Collection**: [Note which collection this PR will affect]
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Preemption callback `nemo/utils/callbacks/preemption.py` terminates a training process with `sys.exit`.
Hence other PTL callbacks/hooks, that are normally executed at the end of a training, are not run.
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**Collection**: audio
# Changelog
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📝 Please remember the following to-do's before merge:
- [ ] Verify the presubmit CI
🙏 Please merge this PR only if the CI workflow completed successfully. | {
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} | # What does this PR do ?
This is a minor update to the NeMo 2.0 progress bar that make the metrics slightly easier to parse. Rather than the progress being logged like this:
```
Epoch 0: : 0%| | 0/80 [00:00<?]
Epoch 0: : 1%|▏ | 1/80 [00:00<00:45]
Epoch 0: : 1%|▏ | 1/80 [00:00<00:45, ... | {
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] | 2024-07-24T21:02:16 | 2024-07-26T16:21:54 | 2024-07-26T16:21:53 | COLLABORATOR | {
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Adds export requirements
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} | This reverts commit 53d7a917f7d5fb6f0b01b28170312a5086311384.
# 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 ca... | {
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"Please update the base branch to `main`.",
"> Please update the base branch to `main`.\r\n\r\nDone."
] | 2024-07-24T19:48:31 | 2024-09-19T00:16:17 | 2024-08-06T16:13:42 | CONTRIBUTOR | {
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} | # What does this PR do ?
Updates the vLLM integration to work with the latest version at this time, fixes the HF->NeMo conversion script to handle the LLAMA3.1-8B checkpoint.
**Collection**: NLP
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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 cod... | {
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The original pr: https://github.com/NVIDIA/NeMo/pull/9842
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**Collection**: [Note which collection this PR will affect]
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- Automatically adds IO functionality to trainer's callbacks and loggers
- Automatically adds IO functionality to any custom classes when loading context
- Makes `enable_nemo_ckpt_io` compatible with async checkpointing
**Collection**: llm
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**Collection**: [Note which collection this PR will affect]
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Change decord to guard import
**Collection**: [Note which collection this PR will affect]
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} | # What does this PR do ?
Deprecates NeMo NLP tutorial.
**Collection**: [Note which collection this PR will affect]
# Changelog
- Add specific line by line info of high level changes in this PR.
# Usage
* You can potentially add a usage example below
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"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.",
"```yaml\nexp_manager:\n train_time_interval: \n _target_: time.time... | 2024-07-24T15:11:06 | 2024-10-07T13:27:44 | 2024-09-08T01:58:47 | NONE | {
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Currently, it is not possible to use the 'train_time_interval' param from Pytorch lightning for checkpointing. When trying to specify it, it throws the following error.
```
File "/home/abert/.local/lib/python3.10/site-packages/pytorch_lightning/callbacks/model_checkpoint.py", line 303, in ... | {
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} | * Make alignments tests work on any machine
Cherry-pick from #9770
---------
# What does this PR do ?
Add a one line overview of what this PR aims to accomplish.
**Collection**: [Note which collection this PR will affect]
# Changelog
- Add specific line by line info of high level changes in this PR... | {
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} | # 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
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"> One more request @tonyjie , can you rebase to the latest main & use --signoff to your commits and push again ? Otherwise CI won't play.\r\n\r\nI did that but the CI keeps f... | 2024-07-24T05:36:17 | 2024-10-22T14:28:29 | 2024-10-01T02:04:37 | NONE | {
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- Collect CUDA memory snapshot based on the previous commit (#9096 ), and further analyze which parts of the model contribute to the total memory footprint.
- The memory profile will generate two `pickle file`, one for weight, one for activation. The user can load the file in the below page:... | {
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} | # What does this PR do ?
Update mixtral hf to nemo conveter comments via adding `--precision` arg
**Collection**: [NeMo/scripts/checkpoint_convters/convert_mixtral_hf_to_nemo.py]
# Changelog
````
Example to run this conversion script:
python3 convert_mixtral_hf_to_nemo.py \
--input_name_... | {
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📝 Please remember the following to-do's before merge:
- [ ] Verify the presubmit CI
🙏 Please merge this PR only if the CI workflow completed successfully. | {
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} | # What does this PR do ?
Fix the deprecation of ModelFilter
**Collection**: [Core]
# Changelog
- Add specific line by line info of high level changes in this PR.
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
The GitHub Actions CI will run auto... | {
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} | Because `self._last_global_step_saved` is being set within the finalize fn, it is only updated when a checkpoint is finalized. This causes an erroneous mismatch between `self._last_global_step_saved` and `trainer.global_step`, so [this PTL check](https://github.com/Lightning-AI/pytorch-lightning/blob/abcac663232f5a0fd4... | {
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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 cod... | {
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