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"Hi @titu1994,\r\n\r\nThank you for the review! \r\nI added the docstrings and comments.\r\n\r\nRegarding your question: If all checkpoints gets filtered out in Exp Manager, then depending on `resume_ignore_no_checkpoint` option - training starts from scratch (resume_ignore_no_checkpoint=True) or rais... | 2023-11-29T14:04:53 | 2024-02-08T06:12:31 | 2024-02-08T06:11:27 | COLLABORATOR | {
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} | # What does this PR do ?
Handle incomplete checkpoints.
With this fix, if last checkpointing operation was interrupted for some reason and left incomplete data, training should be resumed from the last available full checkpoint, instead of trying to read the incomplete checkpoint and crashing. This should simplif... | {
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"MCore code path ignores config of enabling or disabling TE, so this LGTM. Thanks.",
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"jenkins",
"jenkins",
"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... | 2023-11-28T23:47:12 | 2023-12-22T01:45:08 | 2023-12-22T01:45:07 | COLLABORATOR | {
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Enable pipelined tp comm overlap for mcore path
# 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
```
# Jenkins CI
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Adds support for Jinja2 templates for input prompt and chat prompts.
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- Add specific line by line info of high level changes in this PR.
# Usage
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"\r\nI found that setting `num_sanity_val_steps: 0` and` limit_val_batches: 0.0` allows the training stage to run without the `Sanity Checking DataLoader\"`and `Validation DataLoader`. However, I still want to know if there is a better way to handle this, as I believe a time requirement of 66452 hours is not a norm... | 2023-11-28T05:57:05 | 2024-01-09T05:19:15 | 2024-01-09T05:19:15 | NONE | {
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I am training a SpeakerNet, and my process is as follows:
Step 1: In the `SpeakerNet_verification_3x2x256.yaml` file,
- Set `train_ds manifest_filepath` to `path/to/my/trainset`.
- Set `validation_ds manifest_filepath` to `path/to/my/trainset`.
It's worth noting that `train_ds` and `validation_ds` ha... | {
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"This happens when the job is killed while saving a checkpoint. Currently you need to manually cleanup the checkpoints folder to be able to resume. Figure out which is the most recent *complete* \"-last\" checkpoint, and delete the other(s).",
"pls re-open if solution doesn;t work or if you face any other issue. ... | 2023-11-28T00:30:27 | 2024-01-08T19:46:26 | 2023-12-23T18:17:04 | NONE | {
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```
Traceback (most recent call last):
File "/opt/NeMo/examples/nlp/language_modeling/megatron_gpt_pretraining.py", line 34, in main
exp_manager(trainer, cfg.exp_manager)
File "/opt/NeMo/nemo/utils/exp_manager.py", ... | {
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The weighted random sampler is configured to produce a fixed number of training samples during each epoch. This means if you use multiple GPUs, then the number of steps in each epoch is scaled down by the number of GPUs. This change multiplies the number of samples by the world size to keep ... | {
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Add a one line overview of what this PR aims to accomplish.
Enable query key scaling only during fp16, since this is when TE enables query key scaling. https://github.com/NVIDIA/TransformerEngine/blob/666539f36275fa9c0fbc99f9ea50f2d6e29e336f/transformer_engine/pytorch/attention.py#L940
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} | # What does this PR do ?
Support training with packed sequences for SFT and PEFT.
In this scenario, sequences in a batch are "concatenated" in the sequence length dimension, instead of "stacked" in a batch dimension.
This is shown to significantly improve the training throughput.
Packed sequences will need to be... | {
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**Collection**: [Note which collection this PR will affect]
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"[celebrate] Georgy Zelenfroind reacted to your message:\r\n________________________________\r\nFrom: Somshubra Majumdar ***@***.***>\r\nSent: Tuesday, December 12, 2023 3:54:39 PM\r\nTo: NVIDIA/NeMo ***@***.***>\r\nCc: Georgy Zelenfroind ***@***.***>; Assign ***@***.***>\r\nSubject: Re: [NVIDIA/NeMo] Added a p... | 2023-11-27T17:26:07 | 2023-12-13T18:05:39 | 2023-12-12T15:54:40 | COLLABORATOR | {
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# What does this PR do ?
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**Collection**: [Note which collection this PR will affect]
Documentation
# Changelog
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Hi 👋, tiny modif here to save the right item into the manifest.
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"@KunalDhawan @nithinraok Have you seen anything like this?",
"I had something similar, not sure if exactly the same though.\r\n\r\nWhat I did was: \r\n1. Not use the container: Install everything manually inside a virtualenv.\r\n2. Do not use `dali`. \r\n3. Check the callbacks you are using. \r\n",
"The cluste... | 2023-11-25T21:52:46 | 2024-03-09T01:42:29 | 2024-03-09T01:42:29 | CONTRIBUTOR | {
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NCCL does not seem to be the problem (a simple dummy trainin... | {
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"@okuchaiev A gentle reminder for the same",
"@titu1994 can you kindly please answer this",
"@KunalDhawan could you answer this?",
"Hi @mukherjeesougata, we do provide support for early stopping based on [PTL's EarlyStopping callback](https://lightning.ai/docs/pytorch/stable/common/early_stopping.html). The c... | 2023-11-25T14:39:58 | 2024-01-05T01:45:46 | 2024-01-05T01:45:46 | NONE | {
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"Hi @abarcovschi, we don't support P&C stripping currently but would be adding this feature very soon! The easiest way would be to filter-out/ convert (capitalization) the tokens in post-processing. We would soon be adding text post-processors for ASR, initial implementation (not tested/merged) is available here - ... | 2023-11-24T16:42:49 | 2023-11-28T00:35:51 | 2023-11-28T00:35:51 | NONE | {
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"Closing to follow up elsewhere - see the description above for details."
] | 2023-11-24T13:04:14 | 2024-11-19T16:06:45 | 2023-12-06T10:35:47 | COLLABORATOR | {
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} | # Announcement📢📢📢
I'm closing this PR in favor of a series smaller PRs with all the corresponding changes applied.
* https://github.com/NVIDIA/NeMo/pull/7977
* https://github.com/NVIDIA/NeMo/pull/7978
* https://github.com/NVIDIA/NeMo/pull/7979
* https://github.com/NVIDIA/NeMo/pull/7980
* https://github.com/N... | {
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"The FIM part looks good to me. Thank you!",
"jenkins",
"jenkins",
"jenkins",
"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 ... | 2023-11-23T20:52:42 | 2024-02-02T22:23:39 | 2024-01-03T01:45:51 | COLLABORATOR | {
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} | # What does this PR do ?
Adds FIM support for GPTDataset
Increases max number of training data 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
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} | # What does this PR do ?
This depends on the following mcore commit https://github.com/NVIDIA/Megatron-LM/commit/d931ba8a492801d9d74efba6be94f82387090e57, so if it's not yet integrated into our main branch, we'd need to wait before merging this PR.
**Collection**: NLP
# Changelog
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"@okuchaiev a gentle reminder for the same",
"If you have the two resume flags set, simply calling the script multiple times with the same paths will be sufficient ",
"Yes, I have tried that but it is restarting from the 0th epoch.",
"Please check the folder called nemo_experiments and if it has a folder insi... | 2023-11-23T16:22:21 | 2023-12-25T21:07:20 | 2023-12-25T21:07:19 | NONE | {
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to speech_to_tex... | {
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Added a YAML parsing for UB/TP overlap configurations. | {
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"Fix for this is #7943 \r\n\r\n",
"This issue is stale because it has been open for 30 days with no activity. Remove stale label or comment or this will be closed in 7 days.",
"This issue was closed because it has been inactive for 7 days since being marked as stale.",
"```\r\nTraceback (most recent call last... | 2023-11-22T03:00:57 | 2024-05-28T15:10:23 | 2024-01-04T01:45:41 | MEMBER | {
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A lot of unit tests in NLP collection (over 10) require correct version of /home/TestData folder (from internal CI machines) to be present to run successfully.
This makes it impossible to run unittests successfully anywhere but on internal NVIDIA CI machines.
**To Reproduce**
Clone NeMo on ... | {
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} | # What does this PR do ?
TP overlap config var names in NeMo and MCore don't match. This PR will fix it.
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} | # What does this PR do ?
Fix for gpt3 eval hang with PP (a dtype issue)
**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 code snippet dem... | {
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"jenkins",
"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.",
"... | 2023-11-21T19:18:55 | 2024-01-16T20:31:42 | 2024-01-16T20:31:41 | COLLABORATOR | {
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} | # What does this PR do ?
New algorithm for greedy batched decoding for RNN-Transducer.
With large batch sizes (e.g., 128) the expected speedup for large Fast Conformer-Transducer (full evaluation time including Encoder) is 1.7x-1.9x (when using `speech_to_text_eval.py`). For small batch sizes, e.g., 16, the observe... | {
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} | # What does this PR do ?
* Remove pinned version in Dockerfile.
* Raise error if triton version is incorrect when users use Flash Attention Triton.
**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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"@athitten this change is similar to yours, could you review?",
"@titu1994, can you review or assign somebody?",
"@athitten can you review this?",
"jenkins",
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"jenkins",
"@titu1994, jenkins passed\r\n",
"@athitten, @ericharp... | 2023-11-21T10:08:54 | 2023-12-28T03:58:28 | 2023-12-28T03:58:27 | CONTRIBUTOR | {
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} | # What does this PR do ?
migration to PTL 2.0 for spellmapper model, same as in #7597
**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 ?
Add interface to set NCCL options of each process group. Can pass a path to yaml file that can specify the NCCL options (`min_ctas`, `max_ctas`, `cga_cluster_size`) for each process group.
Below shows an example yaml file that specifies config of data-parallel, pipeline-parallel, and tens... | {
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https://api.github.com/repos/NVIDIA/NeMo/issues/7922 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/7922/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/7922/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/7922/events | https://github.com/NVIDIA/NeMo/pull/7922 | 2,003,127,981 | PR_kwDOC_bI7s5f9bI8 | 7,922 | fix issues with convert_nemo_llama_to_hf.py | {
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"Do we have a test for `convert_nemo_llama_to_hf.py` anywhere?\r\n\r\nLike we have, for example, for the script `convert_hf_llama_to_nemo.py` working the other way around [here](https://github.com/NVIDIA/NeMo/blob/521cfb4c9359c4033f34776da4b73fabf3e94240/Jenkinsfile#L131-L138).",
"@janekl I'm not sure if there's ... | 2023-11-20T22:34:43 | 2023-11-25T20:27:25 | 2023-11-25T20:27:15 | COLLABORATOR | {
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} | # What does this PR do ?
fix issues with convert_nemo_llama_to_hf.py
**Collection**: nlp
# Changelog
- Add specific line by line info of high level changes in this PR.
# Usage
* You can potentially add a usage example below
```python
# Add a code snippet demonstrating how to use this
```
# Befor... | {
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"A quick first win is to use `.size()` instead of `.shape[]` here https://github.com/NVIDIA/NeMo/blob/08937c8e7dd2e782fac99c6c230ae0170c277700/nemo/collections/asr/parts/preprocessing/features.py#L150 :\r\n\r\n```py\r\n mask = (\r\n torch.arange(like.size(time_dim), device=like.device)\r\n .repeat(... | 2023-11-20T21:21:14 | 2024-02-05T01:45:02 | 2024-02-05T01:45:01 | CONTRIBUTOR | {
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The asr preprocessors cannot be exported to Core ML because of this function: `make_seq_mask_like`.
Any chance for a rewrite that allows the export?
**Steps/Code to reproduce bug**
Here I singled the function causing issues:
```python
import torch
import numpy as np
import coremltoo... | {
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} | # What does this PR do ?
Fixes MegatronPretrainingRandomBatchSampler to correctly instantiate when consumed_samples >= total_samples
**Collection**: NLP
# Changelog
- nemo/collections/nlp/data/language_modeling/megatron/megatron_batch_samplers.py: slightly rewrote the MegatronPretrainingRandomBatchSampler cl... | {
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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."
] | 2023-11-20T15:27:35 | 2023-12-29T01:43:20 | 2023-12-29T01:43:20 | NONE | {
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} | null | null | null | **Describe the bug**
I am trying to experiment with Nemotron model using the example in Huggingface.
https://huggingface.co/nvidia/nemotron-3-8b-qa-4k
I installed nemo but I get the following error.
ModuleNotFoundError Traceback (most recent call last)
Cell In[3], line 1
----> 1 from... | {
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https://api.github.com/repos/NVIDIA/NeMo/issues/7917 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/7917/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/7917/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/7917/events | https://github.com/NVIDIA/NeMo/pull/7917 | 2,002,443,033 | PR_kwDOC_bI7s5f7FDH | 7,917 | Remove deprecated arguments from TE's TransformerLayer | {
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"the PR changes look fine but we might want to note that this only changes things for NeMo local GPT models, not m-core based ones which are the ones we majorly use now",
"I think the main issue is that user are used to configuring this from the config. Now TE expects an environment variable to be set. Mcore make... | 2023-11-20T15:21:57 | 2023-12-12T19:44:06 | 2023-12-12T19:44:06 | COLLABORATOR | {
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} | # What does this PR do ?
Transformer engine doesn't use this arguments since v0.7 and now in v1.0 they removed them completely.
**Collection**: [Note which collection this PR will affect]
NLP
# Before your PR is "Ready for review"
**Pre checks**:
- [ ] Make sure you read and followed [Contributor guidelines... | {
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} | # What does this PR do ?
When trying to load FP16 model with `trainer.precision != 16` (or `16-mixed`) a user gets a mysterious error message like:
```
File "/opt/NeMo/nemo/collections/nlp/models/language_modeling/megatron_base_model.py", line 122, in __init__
self.model_parallel_config: ModelParallelConfig... | {
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"Hi @MachineGunLin \r\n\r\nCan you please let us know how you resolved the issue?"
] | 2023-11-20T11:40:27 | 2023-12-14T12:37:39 | 2023-11-21T03:26:55 | NONE | {
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I have tried to convert distributed Megatron-LM ckpt to NeMo, the checkpoint files are below (tensor-parallel-size=2, pipeline-model-parallel-size=2):
<img width="624" alt="image" src="https://github.com/NVIDIA/NeMo/assets/18243223/b8bb5696-5418-4a6d-8edc-3612ca7b812c">
I used this command ... | {
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"@SefaZeng there is a issue with links, its not open sourced through NeMo. \r\nCurrently you can request for access to NeMo framework at https://developer.nvidia.com/nemo-framework and run scripts",
"@SefaZeng closing this issue, feel free to reopen if you are unable to run the scripts after downloading the nemo-... | 2023-11-20T09:39:51 | 2023-11-21T17:21:52 | 2023-11-21T06:09:26 | NONE | {
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I read the doc for NeMO about data processing [here,](https://docs.nvidia.com/nemo-framework/user-guide/latest/modelguide/pretrainingdatasets/textcleaningandlanguageseparation.html) and I want to use these scripts for data preprocessing. But I can't ... | {
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} | # What does this PR do ?
Added torch import for this error:
```
File "/code/nemo/collections/nlp/modules/common/megatron/adapters/mcore_mixins.py", line 85, in get_query_key_value_tensors
(query, key, value) = torch.split(
NameError: name 'torch' is not defined
```
**Collection**: [Note which collect... | {
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"Thanks for raising this issue, could you please attach full log here. ",
"Attached the log from running NeuralDiarizer. \r\n\r\n[nemo.log](https://github.com/NVIDIA/NeMo/files/13428499/nemo.log)\r\n",
"I'm also having this issue, hangs at this step, similar settings as op. Versions: Nemo 1.21.0, python 3.10\r\... | 2023-11-20T02:24:34 | 2024-01-21T01:49:47 | 2024-01-21T01:49:47 | NONE | {
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Thanks for the recent development of long-form audio speaker diarization in https://github.com/NVIDIA/NeMo/pull/7737. Recently I encounter a 4-hour-long audio and observe OOM on RAM (not VRAM).
**Steps/Code to reproduce bug**
It can be reproduced by using audio https://podwise-hh.s3.us-west-1.amazonaws.com/0... | {
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"I think `test` should not be in `all`.\r\nFor now, a workaround is:\r\n\r\n```\r\npip install \r\n nemo_toolkit[core]==1.21.0 \\\r\n nemo_toolkit[common]==1.21.0 \\\r\n nemo_toolkit[asr]==1.21.0 \\\r\n nemo_toolkit[nlp]==1.21.0 \\\r\n nemo_toolkit[tts]==1.21.0 \\\r\n nemo_toolkit[slu]==1.21.0 \\\... | 2023-11-19T15:35:04 | 2024-02-28T01:44:07 | 2024-02-28T01:44:06 | CONTRIBUTOR | {
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`nemo_toolkit[all]` has dependencies that conflict with `nemo2riva`:
```
29.39 The conflict is caused by:
29.39 nemo-toolkit[all] 1.21.0 depends on black==19.10b0; extra == "all"
29.39 nvidia-eff 0.6.5 depends on black==22.3.0
29.39 nemo-toolkit[all] 1.21.0 depends on isort<6.... | {
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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.",
"Closing in favor of more-compatible change on the NLPAdapterModelMixin side in #7971."
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} | # What does this PR do ?
Adds support in the Apex distributed Adam optimizer to support FP8 parameters (using experimental FP8 tensors from Transformer Engine) and BF16 optimizer state.
**Collection**: NLP
# Changelog
- Adds distributed optimizer support for FP8 parameters
- Adds the option to initialize GP... | {
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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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I recently heard about the parallel data curation tools in NeMo, which allows one to run download, clean, and de-dup data using multiple nodes.
https://developer.nvidia.com/blog/curating-trillion-token-datasets-introducing-nemo-data-curator/
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"This issue was closed becau... | 2023-11-16T20:48:39 | 2024-01-24T01:47:12 | 2024-01-24T01:47:11 | MEMBER | {
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In addition to that **``MegatronGPTModel`` should have member method or properties which would allow to set or get model's template.** That template should be serialized/retrieved from ``model._cfg`` object a... | {
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} | A simple trick to skip checking for relative filepaths when using tarred datasets. On my local desktop, the modification reduces the manifest loading time for tarred LS data from 4.98s to 3.28s, with 34% relative speedup. The trick is ugly...so please let me know of better ways to do it... | {
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] | 2023-11-16T14:42:25 | 2023-12-25T01:45:45 | 2023-12-25T01:45:45 | NONE | {
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I'm trying to train with the nemo model following this [guide](https://docs.nvidia.com/nemo-framework/user-guide/latest/playbooks/llama2sft.html).
I've converted llama2-7b-hf to nemo model.
When I execute training script, I got this message `Exception: The provided qkv memory layout is not s... | {
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"@erhoo82 Thanks for hard work. Do you have timeline in mind when the PR will get merged? Thanks!",
"@stu1130 Have been caught up by high priority work. Trying to close soon.",
"@athitten, @ericharper \r\n- I have removed the torch FSDP patch file as the bug was fixed at ... | 2023-11-16T06:19:06 | 2024-01-02T01:44:58 | 2023-12-16T01:22:30 | COLLABORATOR | {
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} | # What does this PR do ?
This supports torch FSDP training with Tensor-parallelism.
Set `model.fsdp=True` to enable FSDP. Gradient reduction data type can be set as `model.fsdp_grad_reduce_dtype=bf16`.
FSDP mode is not compatible with the Distributed Optimizer and O2 optimizer wrapper, thus should set `model.m... | {
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The distributed Adam optimizer can now be configured with BF16 or FP16 optimizer state.
**Collection**: NLP
# Changelog
- Add support for non-FP32 distributed optimizer state
# Usage
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} | # What does this PR do ?
Change the certain FP8 parameter defaults to more recommended values so that new users can find the optimal FP8 recipe faster.
**Collection**: NLP
# Changelog
- Change all defaults of `fp8_amax_history_len` from 1 to 1024
- Change all defaults of `fp8_amax_compute_algo` from 'most_r... | {
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} | # What does this PR do ?
Update scores table for Fast Conformer Dutch models
**Collection**: [ASR]
# 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 neces... | {
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This PR integrates with Transformer Engine's experimental `Float8Tensor`s. This allows the model to only store FP8 weight matrices. The distributed optimizer stores an FP32 master copy of the weights and performs param all-gathers in FP8.
**Collection**: NLP
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Add the feature matching loss and period discriminator used in most traditional vocoders. These will be used in my next PR which adds a configuration for creating a codec from mel spectrogram.
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Adding able to truncate from left/middle/right portions of context.
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Add back the import guard that was deleted in a previous PR
**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 ?
fix issue with target checking in nemo -> mcore conversion
**PR Type**:
- [x] Bugfix
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"> @ekmb any updates on this?\r\n\r\n@mgrafu I'm good with merge once the CI is green",
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Add terms to tts ipa pronunciation dictionary for en-US to meet internal needs OOTB
**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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"it is not working though\r\n",
"what do... | 2023-11-11T08:30:16 | 2024-04-16T11:30:16 | 2023-12-24T01:46:28 | NONE | {
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} | null | null | null | i am training conformer ctc so i was in epoch 3 epoch three ended but it didnt save the checkpoint for that epoch rerunning again it is not getting any checkpoint neither 2 or one how can i resolve this it is starting again from zero it i saying no checkpoint found
<code>
GPU available... | {
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} | null | null | null | **Describe the bug**
The instructions for launching the Steer-LM eval server in the HuggingFace model card are incorrect.
**Steps/Code to reproduce bug**
1. Follow [instructions to install prerequisites](https://huggingface.co/nvidia/SteerLM-llama2-13B).
2. Download [`LLAMA2-13B-SteerLM.nemo`](https://hugging... | {
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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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"This issue is stale because... | 2023-11-09T15:42:56 | 2024-10-13T09:42:28 | 2023-12-19T01:45:56 | NONE | {
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} | null | null | null | **Describe the bug**
Cannot run the n-gram beam search script.
**Steps/Code to reproduce bug**
Run the `./install_beamsearch_decoders.sh`
``` import swig_decoders
ModuleNotFoundError: No module named 'swig_decoders'
```
Ubuntu 22.04.3
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Hi, does Nemo MCore llama2 currently support training with fp8? I got this error when training the llama model with fp8
Thanks ! | {
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- Add specific line by line info of high level changes in this PR.
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"Your reproducible steps are unclear as you are using some variables which are out of scope from what described. \r\n\r\nHowever for forward, signal should be BxT and signal_length should be B size **tensors**. \r\n\r\n Waveform.shape[idx] would return int but not torch tensor. \r\n\r\nCan you change it to `torch.t... | 2023-11-08T07:02:45 | 2023-11-28T00:48:51 | 2023-11-28T00:48:51 | NONE | {
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The farward nemo collection of Nemo ASR model requires following parameters.
- input_signal – Tensor that represents a batch of raw audio signals, of shape [B, T]. T here represents timesteps, with 1 second of audio represented as self.sample_rate number of floating point values.
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added converter for lora checkpoints to tp1
**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. ... | 2023-11-05T22:14:42 | 2024-03-04T01:46:54 | 2024-03-04T01:46:54 | NONE | {
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Could you help me to re-configure my VITS model trainer for 16000 hz speech dataset?
sample_rate: 22050
n_mel_channels: 80
n_window_size: 1024
n_window_stride: 256
n_fft: 1024
lowfreq: 0
highfreq: null
window: hann
I tried different combination but always receive something like these:
```
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@meghmak13
@titu1994
@nithinraok
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} | * fix dataset issues
* working version
* all passed
* refactor tests
* all pass
* working version
* use end name signal for labels
* all fixed
* update doc
* style fix
* remove unused imports
* make sure nccl not timing out
* style fix
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"This is by (forced) design. Preprocessor is exportable in one very specific case, when you use the torchaudio backend of the preprocessor. Otherwise it is not exportable. There's no easy way to declare a class is exportable in exactly one case where it's instance is derived from a mirrored API in torchaudio, so we... | 2023-11-03T16:10:46 | 2023-11-08T14:43:54 | 2023-11-08T14:43:54 | CONTRIBUTOR | {
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The `preprocessor` is an instance of `Exportable` and yet it is not exported with `model.export()`
**Steps/Code to reproduce bug**
```py
>> exportables = []
>> for m in model.modules():
if isinstance(m, Exportable):
exportables.append(m)
>> exportables
[EncDecCTCM... | {
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} | # What does this PR do ?
process_asr_text_tokenizer didn't have parser for args: spe_byte_fallback.
**Collection**: [ASR]
# Changelog
- Bugfix: Added spe_byte_fallback to the args list.
# Before your PR is "Ready for review"
**Pre checks**:
- [x] Make sure you read and followed [Contributor guidelines](... | {
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"Thanks for looking at this. \r\n\r\nI tried to deploy the model (https://huggingface.co/nvidia/stt_en_fastconformer_transducer_xlarge) as an gardio app in click deploy option on the right) but it is failing. It errors out during the build... | 2023-11-03T02:01:14 | 2023-11-09T01:44:47 | 2023-11-09T01:44:46 | NONE | {
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File "/home/user/app/app.py", line 3, in <module>
gr.Interface.load("models/nvidia/stt_en_fastconformer_transducer_xlarge").launch()
AttributeError: 'Dependency' object has no attribute 'launch' | {
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Updating the cache by allowing transformers to be online
**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.
# Usage
* You can potentially add a usage example below
```python
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} | # What does this PR do ?
Query and Key may have fp32 after `apply_rotary_pos_emb`, so we cast the precision to fp16 or bf16.
**Collection**: [NLP]
# Changelog
- 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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"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.",
"@minitu Is there any plan for QloRA support ? thanks."
] | 2023-11-02T07:41:31 | 2024-04-03T10:23:37 | 2023-12-10T01:47:56 | NONE | {
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} | null | null | null | **Is your feature request related to a problem? Please describe.**
I have limit gpu resources， so I want to use qlora with model paralelism for LLM model.
**Describe the solution you'd like**
Using qlora and model paralelism or pipeline parallelism together。
**Describe alternatives you've considered**
No... | {
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"`ImportError while loading conftest '/home/taejinp/projects/gss_mask/NeMo/tests/conftest.py'.\r\ntests/conftest.py:28: in <module>\r\n from tests.fixtures.tts import *\r\ntests/fixtures/tts.py:21: in <module>\r\n from nemo.collections.asr.parts.utils.manifest_utils impo... | 2023-11-02T06:32:53 | 2023-11-16T00:56:29 | 2023-11-16T00:56:29 | COLLABORATOR | {
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} | # What does this PR do ?
Adding GSS mask estimator for use in multispeaker scenarios.
**Collection**: ASR
# Changelog
- Added an implementation of mask estimator using directional statistics clustering and activity guidance
- Added a unit test to test the module can be initialized and the output has the exp... | {
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# What does this PR do ?
fix bug order of buckets not shuffled every epoch when using synced_randomized
**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
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