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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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Adds a recipe for Llama 3.1 405B that uses the pre-existing Llama 3.1 405B configurations.
**Collection**: [Note which collection this PR will affect]
# Changelog
- Add specific line by line info of high level changes in this PR.
# Usage
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Checkpoint restoration process (roughly):
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**Collection**: All (majorly ASR, TTS, Audio)
# Changelog
- replace cuda.amp.autocast with amp.autocast(**Args)
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
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Remove Apex dependency if not using MixedFusedLayerNorm
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#10241 introduced the `save_weights_only` arg, which had an unexpected consequence on PEFT checkpoint saving. Setting `save_weights_only=True` will bypass the `PEFT.on_save_checkpoint` function, since PEFT is a callback. (See [here](https://github.com/Lightning-AI/pytorch-lightning/blob/bc3c... | {
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Allow model outputs to be dictionary instead of just tensor. This allows more flexible metric logging through megatron hooks.
**Collection**: all
# Changelog
- update `setup_megatron_parallel` to fix callback addition
- update `training_step` and `validation_step` to allow dictionar... | {
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} | null | null | null | **Is your feature request related to a problem? Please describe.**
We found checkpoint averaging to be very helpful, but the current scripts in https://github.com/NVIDIA/NeMo/tree/main/scripts/checkpoint_averaging don't work with the new format.
**Describe the solution you'd like**
Please provide an example of the ... | {
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# Changelog
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"> Thanks a lot! Would be awesome if you could help inform other team colleagues too about this, it can prevent these infra-issues we've had before. Approving now\r\n\r\n@ko3n1g of course, will let them know. Could you please approve this again? I needed to update some parameter naming."
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added megatron-energon based datamodule for neva training
**Collection**: [Note which collection this PR will affect]
Multimodal
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- Energon based
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Enable sequence packing in SFT/PEFT training in NeMo 2.
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"Talked with @erhoo82 offline [8307fcda5fff57ab0e77131b09bf37da997ec1f2](https://github.com/NVIDIA/NeMo/pull/10423/files) is sufficient for this PR."
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} | # What does this PR do ?
Performance FP8 AMAX reduction in TP (+CP) domain only compared to the default domain of TP+DP (+CP).
TP-only FP8 reduction would only work with training from scratch at the moment.
# Changelog
- Add `model.tp_only_amax_red` to TransformerConfig interface
# Usage
- Set `model.tp_on... | {
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https://api.github.com/repos/NVIDIA/NeMo/issues/10435 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/10435/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/10435/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/10435/events | https://github.com/NVIDIA/NeMo/pull/10435 | 2,514,566,882 | PR_kwDOC_bI7s564myk | 10,435 | set mock in GPTDatasetConfig | {
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} | # What does this PR do ?
Previously, the `GPTDatasetConfig.mock` attribute was not set correctly, as a result, training scripts were passing a `MockGPTDataset` class to MCore, but the `.mock` was still set to default value (`False`), thus instead of `MockGPTDataset` it was instantiating a `GPTDataset`.
The fix is... | {
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"Hey @akoumpa , it’s not necessary to do this manually, we have a nightly job that attempt this bump too. If it failed, it means that NeMo isn’t compatible to Mcore ToT and someone needs to look into it",
"https://github.com/NVIDIA/NeMo/pull/10423",
"@ko3n1g thanks I was not aware; I'll close this in favor of 1... | 2024-09-09T16:32:58 | 2024-09-09T16:40:53 | 2024-09-09T16:40:53 | MEMBER | {
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} | # What does this PR do ?
Add a one line overview of what this PR aims to accomplish.
**Collection**: [Note which collection this PR will affect]
# Changelog
- 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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"Added long context recipes for 15B and 22B models."
] | 2024-09-09T16:23:08 | 2024-09-19T16:15:42 | 2024-09-19T16:15:40 | COLLABORATOR | {
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} | # What does this PR do ?
Adds example recipes and tests for nemotron
**Collection**:
LLM
# Changelog
- Added recipes for nemotron 3_4b, 3_8b, 4_15b, 5_22b, 4_340b
- Updated `distributed_fused_adam_with_cosine_annealing` function in the recipes to support different precessions and expose lr parameters
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"Depends on optimal similarity for the model. \n\nYou could first convert all similarity scores to postive value and within range of [0,1] by (1+cs)/2 and observe the values for a know trial set. \n\nBased on my analysis for titanet, optimal value for same speaker was found to be 0.7 (which you could consider as 50... | 2024-09-09T14:07:24 | 2024-09-22T21:30:20 | 2024-09-22T21:29:51 | NONE | {
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I'm working for my company in a project where we need to detect if 2 audios have the same speaker or not. Basically, trying to detect if an audio has been cloned or it's original.
The client has require... | {
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Currently `causal_conv1d` and `mamba_ssm` are in fact required to use NeMo but are not included in [requirements](https://github.com/NVIDIA/NeMo/blob/main/requirements/requirements_nlp.txt). This MR introduces the "import guard" mechanism for these two packages so that users that setup NeMo ... | {
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**Collection**: [Note which collection this PR will affect]
# Changelog
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# Usage
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FYI the bug has nothing to do with forks but rather with checking out the branch explicitly. Checking out the branch means that we’re not running on the merge commit between branch and main anymore. So if the checked out branch is older than main, it misses or has an outdated baseline
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📝 Please remember the following to-do's before merge:
- [ ] Verify the presubmit CI
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Add a one line overview of what this PR aims to accomplish.
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- Add specific line by line info of high level changes in this 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
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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.
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"hey @JRD971000, this PR got a bit delayed. Shall we still cherry-pick it? Can you help resolving the conflict? Otherwise feel free to close it",
"@ko3n1g thanks for the reminder, I actually added the CIs in another PR. I don't know why I had two PRs for this :) \r\n\r\nHowever, I have a PR for removing optional... | 2024-09-08T21:48:20 | 2024-09-22T03:36:43 | 2024-09-22T03:36:42 | COLLABORATOR | {
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* more ssm
* add 370m
* add hybrid
* fix issue
* integrate model and tokenizer config for ssm
* add all mamba configs
* modify state re pattern
* revert gpt stuff
* remove SSM class and training script
* Apply isort and black reformatting
* remove faulty export
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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.
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I got MLPerf LLama2 LoRA working with 24.04-py3 pytorch image with the [same modifications](https://github.com/mlcommons/training_results_v4.0/blob/main/NVIDIA/benchmarks/llama2_70b_lora/implementations/nemo/Dockerfile) with NVIDIA's submission. The model weights are converted using the following ... | {
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When using a Megatron-based dataloader, the length of the dataset changes when we restore from a checkpoint. We do not want the `BatchProgress` class to reflect the samples that were processed before saving the checkpoint.
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Hi @pzelasko, I got the following error using lhotse shar dataset settings to train a hybrid CTC transducer model. What does this error suggest? What are the entries in this stack in this case? I'm not sure if this is a bug or something wrong with my dataset.
I'm guessing if it can be due to audi... | {
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"wouldn't it be better to enable pre-sorting for partial audio instead (if possible)?",
"Thanks for the suggestion @pzelasko, that needs a whole revamp and done that. \r\nBut now I notice we can unify partial audio.\r\n1. ~Canary can perform partial audio transcription when offset provided through manifest (previ... | 2024-09-06T20:21:37 | 2024-09-16T17:01:52 | 2024-09-16T17:01:50 | COLLABORATOR | {
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* Removes special case of sorting for EncDecMultiTaskModels
* Removes partial audio transcription for all Model Types
* Now transcribe_speech.py transcribes as per presence of offset and duration in manifest automatically without special conditions
* Adds support to transcriptionmixin to ... | {
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"closing in favor of https://github.com/NVIDIA/NeMo/pull/10376"
] | 2024-09-06T20:16:19 | 2024-09-06T22:10:53 | 2024-09-06T22:10:52 | MEMBER | {
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} | # What does this PR do ?
During ckpt restoration PTL [requires](https://github.com/Lightning-AI/pytorch-lightning/blob/9624aae07e3e2dca18f87f35ae2a8a32cf903b39/src/lightning/pytorch/trainer/connectors/checkpoint_connector.py#L363) key `optimizer_states` to be contained in the checkpoint.
This PR adds a dummy key ... | {
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"reopening another PR"
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} | # What does this PR do ?
Temp fix. Removes reording for partial audio, as it was not enabled for it.
But need to understand why presorting of manifest is only enabled for EncDecMultiTask @pzelasko
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# Changelog
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"FYI discussed with @ashors1 offline that this PR might land in 24.09 via cherry-pick. It's definitely the type and size of a fix, so given that our merge-queue is quite chunked up right now it's unclear whether this PR can land in `main` before the cut-off. If not, it can definitely get cherry-picked afterwards"
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} | # 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
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"Let's add some docs and ci test then we can merge.",
"If possible we'd like to keep the number of scripts to a minimum and instead add things like this to our CLI. You can look at [api.py](https://github.com/NVIDIA/NeMo/blob/main/nemo/collections/llm/api.py) as examples for things like train, finetune, etc. Ther... | 2024-09-06T18:32:49 | 2024-09-17T17:37:19 | 2024-09-17T17:37:17 | COLLABORATOR | {
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} | # What does this PR do ?
Add nemo2 conversion scripts for export
**Collection**: [Note which collection this PR will affect]
# Changelog
- Add specific line by line info of high level changes in this PR.
# Usage
* You can potentially add a usage example below
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"Depends on #10300 ",
"This PR is stale because it has been open for 14 days with no activity. Remove stale label or comment or update or this will be closed in 7 days.",
"This PR was closed because it has been inactive for 7 days since being marked as stale."
] | 2024-09-06T18:31:29 | 2024-10-16T01:59:35 | 2024-10-16T01:59:34 | COLLABORATOR | {
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Add a one line overview of what this PR aims to accomplish.
**Collection**: [Note which collection this PR will affect]
# Changelog
- 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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