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File "/opt/conda/lib/python3.10/site-packages/nemo/collections/asr/parts/preprocessing/features.py", line 414, in forward x = torch.cat((x[:, 0].unsqueeze(1), x[:, 1:] - self.preemph * x[:, :-1]), dim=1) IndexError: index 0 is out of bounds for dimension 1 with size 0 while training the Conformer Transducer mod...
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🚀 PR to bump `NVIDIA/Megatron-LM` in `Dockerfile.ci` to `MCORE_TAG=d3c585e90ebd5937243c8d4c9d5d5cf9d61665d6`. 📝 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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beep boop [🤖]: Hi @yashaswikarnati 👋, we've cherry picked #11661 into for you! 🚀 Please review and approve this cherry pick by your convenience!
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🚀 PR to bump `NVIDIA/Megatron-LM` in `Dockerfile.ci` to `MCORE_TAG=ca87dcd69727f9d436956a438733b994d13bba44`. 📝 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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Update requirements_lightning.txt
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Update requirements_lightning.txt
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tutorial notebook fails installing mamba-ssm dependency
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2024-12-20T18:39:13
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Running the first code block of https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/00_NeMo_Primer.ipynb (from commit 24b9e92dae026b5) fails: ``` Building wheels for collected packages: nemo_toolkit, mamba-ssm, antlr4-python3-runtime, progress, clip, fasttext, kaldi-python-io, pesq, rouge_score, ...
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docs.nvidia.com link to tutorial notebooks via `stable` tag, which fail to install dependencies
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2024-12-20T18:35:01
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For new NeMo users following the documentation, the first linked NeMo primer fails. Starting from here: https://docs.nvidia.com/nemo-framework/user-guide/latest/nemotoolkit/starthere/tutorials.html#tutorial-overview The links in the above page reference the `stable` tag from this repo: https://colab.research.google....
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Drop unexpected parameters directly on loading config
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# What does this PR do ? Follow up to https://github.com/NVIDIA/NeMo/pull/11648 to remove deprecated params from the Fiddle config on the fly rather than use auxiliary script. **Collection**: LLM # Changelog - Add specific line by line info of high level changes in this PR. # Usage * You can potentially ...
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ci: Bump release workflow
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Cherry pick `Rename multimodal data module - EnergonMultiModalDataModule (11654)` into `r2.1.0`
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2024-12-20T07:20:39
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beep boop [🤖]: Hi @yashaswikarnati 👋, we've cherry picked #11654 into for you! 🚀 Please review and approve this cherry pick by your convenience!
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SymbolicValueError: STFT does not currently support complex types
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**Describe the bug** I am trying to export the preprocessor class of Quartznet model to onnx. My requirement is to run preprocessing in a non-python environment. However, the export is failing. **Steps/Code to reproduce bug** The bug can be reproduced using the following code - ``` quartznet = nemo_asr.models.Enc...
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Which version of transformer engine should I use, when I try to open ub_tp_comm_overlap?
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I am using NeMo with version v2.0.0rc0. When I set ub_tp_comm_overlap to true with tp and sp 2, I met the following error: ![Image](https://github.com/user-attachments/assets/8d78142c-2c64-4e8a-bdd8-71313485ef9c) The version of transformer engine 1.6.0+c81733f. Should I update to newer te version? When I update trans...
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Cherry pick `Add check for symlink in extraction of nemo files (11611)` into `r2.1.0`
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beep boop [🤖]: Hi @athitten 👋, we've cherry picked #11611 into for you! 🚀 Please review and approve this cherry pick by your convenience!
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Cherry pick `NIM supporting changes for nemo.export for NeMo 2.0 (part II) (11669)` into `r2.1.0`
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beep boop [🤖]: Hi @janekl 👋, we've cherry picked #11669 into for you! 🚀 Please review and approve this cherry pick by your convenience!
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r2.1.0 cherrypick https://github.com/NVIDIA/NeMo/pull/11679 https://github.com/NVIDIA/NeMo/pull/11662
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Cherry pick `Utilities to detect and drop deprecated arguments from NeMo 2.0 checkpoint context io.json (11648)` into `r2.1.0`
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beep boop [🤖]: Hi @janekl 👋, we've cherry picked #11648 into for you! 🚀 Please review and approve this cherry pick by your convenience!
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Add options to assign vocab and mergers file for mockdatamoddule
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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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beep boop [🤖]: Hi @weiqingw4ng 👋, we've cherry picked #11675 into for you! 🚀 Please review and approve this cherry pick by your convenience!
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Enable precision-aware optimizer with TE.optim
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# What does this PR do ? Interface for precision-aware optimizer that uses Transformer Engin optimizer. **Collection**: [Note which collection this PR will affect] # Changelog - Add the interface to enable precision-aware optimizer at both nemo 1.0 and 2.0 # Usage - Set `recipe.optim.config.use_precision...
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Downgrading the 'datasets' package from 3.0.0 to 2.21.0 for Multilang_ASR.ipynb and ASR_CTC_Language_Finetuning.ipynb
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# What does this PR do ? '[datasets](https://pypi.org/project/datasets/#history)' recently released the latest version `3.0.0` on Sep 11th, but some HF datasets (e.g., [MCV 3.0](https://huggingface.co/datasets/mozilla-foundation/common_voice_3_0), [MCV 6.1](https://huggingface.co/datasets/mozilla-foundation/common_v...
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chore(beep boop 🤖): Bump `MCORE_TAG=7efaa73...` (2024-12-20)
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🚀 PR to bump `NVIDIA/Megatron-LM` in `Dockerfile.ci` to `MCORE_TAG=7efaa73405e9d5e5c0c17fa09a7bb951caa3641a`. 📝 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 ? Fixing the device assignment issues during inference (test_batch) in Sortformer model **Collection**: ASR/speaker_tasks # Changelog - removed redundant device assignment in `audio_to_diar_labels.py` - added `targets.to(self.device)` in `sortformer_diar_models.py` # Usage ...
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# What does this PR do ? Equivalent docs in NeMo 2: dev_guide.rst -- https://docs.nvidia.com/nemo-framework/user-guide/latest/nemo-2.0/features/hf-integration.html#create-a-model-importer user_guide.rst -- https://docs.nvidia.com/nemo-framework/user-guide/latest/nemo-2.0/features/hf-integration.html#fine-tune-a-mo...
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NIM supporting changes for nemo.export for NeMo 2.0 (part II)
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# What does this PR do ? * Allowing to instantiate tokenizer for 2.0 checkpoints in `nemo.export` in limited environment w/o full nemo_toolkit>=2.0 * Removing direct import of `tensorrt_lazy_compiler` in `nemo.export` as in turn it triggers imports from `nemo.utils` that requires full NeMo installation **Collect...
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I followed the steps in https://github.com/NVIDIA/NeMo/blob/main/tutorials/tts/FastPitch_Adapter_Finetuning.ipynb. But when I train FastPitch_MultiSpeaker_Pretraining.ipynb. Inference output was just the noise. It cannot pronounce any words. I already did exactly the steps in the tutorial.
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# What does this PR do ? Add a tutorial for DAPT training using ChipNeMo, provided as a step-by-step guide split into three stages, making it easy for users to follow along with interactive .ipynb notebooks. **Collection**: [Note which collection this PR will affect] # Changelog Added four .ipynb tutorial fi...
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beep boop [🤖]: Hi @suiyoubi 👋, we've cherry picked #11631 into for you! 🚀 Please review and approve this cherry pick by your convenience!
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[ "[🤖]: Hi @yashaswikarnati 👋,\n\nWe wanted to let you know that a [CICD pipeline](https://github.com/NVIDIA/NeMo/actions/runs/12405995118) for this PR just finished successfully\n\nSo it might be time to merge this PR or get some approvals\n\nI'm just a bot so I'll leave it you what to do next.\n\n//cc @pablo-gara...
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# What does this PR do ? Bug fix - Inheritance of LLaVATemplateConfig and MLlamaTemplateConfig dataclasses **Collection**: Multimodal # Changelog - Fix Inheritance of LLaVATemplateConfig and MLlamaTemplateConfig dataclasses by using field attribute with default values - Previously the class attributes we...
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Cherry pick `Add fix docstring for VAD (11659)` into `r2.1.0`
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beep boop [🤖]: Hi @titu1994 👋, we've cherry picked #11659 into for you! 🚀 Please review and approve this cherry pick by your convenience!
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# What does this PR do ? Add a statement to use VAD only in colab environment **Collection**: [ASR] # 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 r...
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chore(beep boop 🤖): Bump `MCORE_TAG=8d2bc43...` (2024-12-19)
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🚀 PR to bump `NVIDIA/Megatron-LM` in `Dockerfile.ci` to `MCORE_TAG=8d2bc4332c1aea92c7d69af5b220a37b1ba3cab3`. 📝 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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Just extracts data module definition to a helper function.
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# What does this PR do ? Rename multimodal data module SimpleMultiModalDataModule to EnergonMultiModalDataModule **Collection**: Multimodal # Changelog Rename multimodal data module SimpleMultiModalDataModule to EnergonMultiModalDataModule # Usage * You can potentially add a usage example below ```pyt...
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Speechllm develop gen duplex
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[ "@zhehuaichen Can you take a look?", "More details:\r\n- Alignment: /home/kevinhu/s2s/s2s_salm_1ab_d1r_12fps_duplex4_data4b_mistral_1a_align.sh ([wandb](https://wandb.ai/aiapps/salm_s2s_huk/runs/tiqfqnt9?nw=nwuserhukevin))\r\n\r\n- User text:\r\n * /home/kevinhu/s2s/s2s_salm_1ab_d1r_12fps_duplex4_data4b_mistral_...
2024-12-18T18:40:14
2024-12-19T21:52:02
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# What does this PR do ? Add support for predicting user text and using word alignment. Add flags 1. ++model.predict_source_text=True, for predicting user text 2. lhotse tag s2s_duplex_align, for use word alignment in target speech-text prediction
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update nemo container version for notebooks
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Add usage instructions for Cosmos TensorRT
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# What does this PR do ? This PR adds instructions on how to use the Cosmos Tokenizers with TensorRT **Collection**: common/video_tokenizers # Changelog - Provides Cosmos TensorRT usage instructions # Usage See the file `nemo/collections/video_tokenizers/README.md` # GitHub Actions CI The Jenkins ...
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Add Llama2 7B recipe
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Utilities to detect and drop deprecated arguments from NeMo 2.0 checkpoint context io.json
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[ "[🤖]: Hi @janekl 👋,\n\nWe wanted to let you know that a [CICD pipeline](https://github.com/NVIDIA/NeMo/actions/runs/12411404781) for this PR just finished successfully\n\nSo it might be time to merge this PR or get some approvals\n\nI'm just a bot so I'll leave it you what to do next.\n\n//cc @pablo-garay @ko3n1g...
2024-12-18T15:08:43
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# What does this PR do ? Detecting and dropping unknown (deprecated) arguments from NeMo 2.0 io.json context. **Collection**: LLM # Usage Loading the context for a NeMo 2.0 checkpoint produced using [24.09 container](https://catalog.ngc.nvidia.com/orgs/nvidia/containers/nemo/tags) and used with a more recen...
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add renormalize_blend_weights param
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Update package_info.py
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Adding serialization to all Auto* objects in HuggingFace transformers
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I came here for llama3 meets upcycling
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[ "Please check this: https://github.com/NVIDIA/NeMo/blob/main/examples/nlp/language_modeling/upcycle_dense_to_moe.py" ]
2024-12-18T06:21:15
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Where is the code of llama3 meets upcycling
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switch to grpc for deploy and eval
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[ "> Great speedup, I am wondering would it be possible to remove the rest option all together from eval? There doesn't seem to be any benefit in keeping the eval with rest API as an option.\r\n\r\nThanks for the suggestion! Updated the PR and removed the rest API part.", "[🤖]: Hi @HuiyingLi 👋,\n\nWe wanted to le...
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# What does this PR do ? Using PyTriton grpc client instead of rest API when running evaluation due to the large logits payload. On arc_challenge with bs=1, llama3-8b Before (rest API): 9487.118s After (gRPC client): 502.976 **Collection**: [Note which collection this PR will affect] # Changelog - Add s...
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Make LinearAdapter a nn.Linear child to maintain ckpt structure
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[ "[🤖]: Hi @akoumpa 👋,\n\nWe wanted to let you know that a [CICD pipeline](https://github.com/NVIDIA/NeMo/actions/runs/12403099852) for this PR just finished successfully\n\nSo it might be time to merge this PR or get some approvals\n\nI'm just a bot so I'll leave it you what to do next.\n\n//cc @pablo-garay @ko3n1...
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# What does this PR do ? Changes: 1. Make LinearAdapter a nn.Linear child -> so that when we swap it in to replace a nn.Linear the .weight and .bias attributes remain the same, therefore maintaining the checkpoint keys name path. 2. make LinearAdapter work with FSDPv1 **Collection**: [Note which collection thi...
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Fixing Multi_Task_Adapters.ipynb by replacing canary2 with canary_custom
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# What does this PR do ? There is already a `canary2.py` file under the `nemo/collections/common/prompts` folder. In this tutorial, we register a new custom prompt formatter with the name `canary2`, which creates a conflict with the existing `canary2.py`. This PR resolves the conflict by changing the variable name f...
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Fix baichuan export
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[ "[🤖]: Hi @cuichenx 👋,\n\nWe wanted to let you know that a [CICD pipeline](https://github.com/NVIDIA/NeMo/actions/runs/12385186888) for this PR just finished successfully\n\nSo it might be time to merge this PR or get some approvals\n\nI'm just a bot so I'll leave it you what to do next.\n\n//cc @pablo-garay @ko3n...
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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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Cherry pick `Add fix docstring for speech commands (11638)` into `r2.1.0`
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beep boop [🤖]: Hi @titu1994 👋, we've cherry picked #11638 into for you! 🚀 Please review and approve this cherry pick by your convenience!
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Add fix docstring for speech commands
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# What does this PR do ? Add a note for Matchboxnet tutorial **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 necessary tests? - [...
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chore(beep boop 🤖): Bump `MCORE_TAG=14ca285...` (2024-12-18)
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🚀 PR to bump `NVIDIA/Megatron-LM` in `Dockerfile.ci` to `MCORE_TAG=14ca285dcc8b6862fbb992ef8de57402479c0e9f`. 📝 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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Fixing Multi_Task_Adapters.ipynb by replacing canary2 with canary_custom
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[ "@weiqingw4ng lets merge this, but you have to cherry-pick / duplicate the PR to main. The current workflow is \r\n- send PRs to main\r\n- Add label 2.1.0 (or whatever is the latest) so that a CI action cherry picks the commit from main to the release branch.\r\n- Then merge both PRs.", "\r\n\r\n\r\n> @weiqingw4n...
2024-12-17T23:39:10
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# What does this PR do ? There is already a `canary2.py` file under the `nemo/collections/common/prompts` folder. In this tutorial, we register a new custom prompt formatter with the name `canary2`, which creates a conflict with the existing `canary2.py`. This PR resolves the conflict by changing the variable name f...
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ci: Bump release workflow
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Add delay for speech codes prediction
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[ "@zhehuaichen", "> Thank you so much! Can u attach a working recipe based on the same baseline as mine before merging /lustre/fs12/portfolios/llmservice/users/zhehuaic/works/mod_speech_llm/scripts/s2s_salm_1ab_d1r_12fps_duplex4_data_scalec_mistral.sh\r\n\r\nSure - here it is with a delay of 5 tokens: /home/kevinh...
2024-12-17T22:44:05
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# What does this PR do ? Add delay to speech codes prediction.
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Add Seq Packing in NeMo / Neva2
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Fix Gemma2 27B default num nodes
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[ "[🤖]: Hi @suiyoubi 👋,\n\nWe wanted to let you know that a [CICD pipeline](https://github.com/NVIDIA/NeMo/actions/runs/12380607202) for this PR just finished successfully\n\nSo it might be time to merge this PR or get some approvals\n\nI'm just a bot so I'll leave it you what to do next.\n\n//cc @pablo-garay @ko3n...
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Fix Optimizer & LR scheduler & Consume Samples when Resuming in PEFT
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[ "[🤖]: Hi @suiyoubi 👋,\n\nWe wanted to let you know that a [CICD pipeline](https://github.com/NVIDIA/NeMo/actions/runs/12397455467) for this PR just finished successfully\n\nSo it might be time to merge this PR or get some approvals\n\nI'm just a bot so I'll leave it you what to do next.\n\n//cc @pablo-garay @ko3n...
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Cherrypick #11628 to r2.1.0
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# What does this PR do ? This PR fixes name of the config in online augmentation tutorial **Collection**: audio # Changelog - fixed config name in the file tutorials/audio/speech_enhancement/Speech_Enhancement_with_Online_Augmentation.ipynb # Usage * You can potentially add a usage example below ```p...
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Fix nan issue in nemo1 / neva
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# What does this PR do ? Fix nan issue in nemo1 / neva. **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 t...
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fixed config name in online augmentation tutorial
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# What does this PR do ? This PR fixes name of the config in online augmentation tutorial **Collection**: audio # Changelog - fixed config name in the file tutorials/audio/speech_enhancement/Speech_Enhancement_with_Online_Augmentation.ipynb # Usage * You can potentially add a usage example below ```p...
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Remove triton requirement
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Add docstring for tokenizer usage in data preprocessing script
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How to disable `torch_dist` ckpt format ?
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I noticed that `torch_dist` is the default ckpt format. How to set it to the normal `.pt` format? Thanks in advance.
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ci: Improve Pylint guidance
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speaker diarization inference Error: Missing 'speaker_model_cfg' Key in Configuration When Using Pretrained CKPT File
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When running inference with the `multiscale_diar_decoder_infer.py` script after training the model, an error occurs related to a missing configuration attribute (`speaker_model_cfg`). The error traceback indicates that the configuration used for inference does not contain the required `speaker_model_cfg` key. **Steps/...
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Cherrypick all + R2.1.0 fix cicd
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Cherrypick all + R2.1.0 fix cicd
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Handle MCore custom fsdp checkpoint load
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🚀 PR to bump `NVIDIA/Megatron-LM` in `Dockerfile.ci` to `MCORE_TAG=14ca285dcc8b6862fbb992ef8de57402479c0e9f`. 📝 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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beep boop [🤖]: Hi @ko3n1g 👋, we've cherry picked #11608 into for you! 🚀 Please review and approve this cherry pick by your convenience!
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# What does this PR do ? Checks for symlink during extraction of nemo tar files and disallows the extraction if a symlink or hard link exists to avoid security vulnerabilities. **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by line info of high level changes in th...
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remove deprecated files
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# What does this PR do ? - Add Minitron depth pruning (layer dropping) to `megatron_gpt_prune.py` - Users no longer need to use 2 separate scripts for depth/width pruning. Previous depth pruning (layer dropping) script `megatron_gpt_drop_layers.py` will no longer be needed and can be deprecated in a later release ...
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ci: Add `no-fail-fast` mode
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Pass the number of experts to modelopt layer spec
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# What does this PR do ? Bugfix to correctly support Mixtral for PTQ in NeMo 2.0. **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 `...
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Cherry pick pack (#11504, #11505, #11500, #11559, #11519, #11574, #11131)
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# What does this PR do ? Cherry-pick containing the following: - f0597d16177d8c735b9c49a00c3ade0159d0a5df - 171a7af32c1422a264688fbd11f61bb9468999de - 3d94b7e963deba805912d26f4d703c000be8a0d5 - 05398c6f99a8acd1478b0bd1c98aab97fb16cc1b - 5452848750fc47ff0a055beab8fe4ee3b789fcdf - da70785aa4f9a9dad688981658032ad...
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chore(beep boop 🤖): Bump `MCORE_TAG=71c394b...` (2024-12-16)
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🚀 PR to bump `NVIDIA/Megatron-LM` in `Dockerfile.ci` to `MCORE_TAG=71c394b172ce4f1b9466e1d728bad5cc6314d15d`. 📝 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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11,604
Possible bug in ASRDecoderTimeStamps - math.ceil on fractional tokens_per_chunk leads to timestamps displacements on long files
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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.", "@tango4j , could you look at this? maybe at least change default values and add comment?" ]
2024-12-15T17:12:11
2025-01-17T01:55:56
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CONTRIBUTOR
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**Describe the bug** I used the class `ASRDecoderTimeStamps` with fastconformer model and observed incorrect timestamps on long (1 hour) audio. The timestamps near the end of file were offset by several seconds, bigger than the actual filesize. I think the problem is in this expression when the result of division is f...
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11,603
[Bug-fix] Set Minitron width pruning batch size 1 for optimal results
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[ "[🤖]: Hi @kevalmorabia97 👋,\n\nWe wanted to let you know that a [CICD pipeline](https://github.com/NVIDIA/NeMo/actions/runs/12340762844) for this PR just finished successfully\n\nSo it might be time to merge this PR or get some approvals\n\nI'm just a bot so I'll leave it you what to do next.\n\n//cc @pablo-garay...
2024-12-15T17:12:08
2024-12-16T21:33:56
2024-12-16T21:33:55
COLLABORATOR
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# What does this PR do ? Set Minitron width pruning batch size 1. BS>1 leads to ~1% MMLU drop for Llama 3.1 8B -> 4.5B width pruning compared to Minitron paper **Collection**: N/A # Changelog - Set Minitron width pruning batch size 1 for optimal results # Usage * You can potentially add a usage example b...
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11,602
nemo forced aligner ''Tutorial: "How to use NFA?" 🚀 " not working
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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." ]
2024-12-15T12:54:57
2025-01-15T01:56:40
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NONE
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**Describe the bug** nemo [A clear and concise description of what the bug is. https://github.com/NVIDIA/NeMo/tree/main/tools/nemo_forced_aligner is no more working ](https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/tools/NeMo_Forced_Aligner_Tutorial.ipynb) **Steps/Code to reproduce bug** 3....
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11,601
NeMo won't install, no module named torch
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[ "When I download the latest NeMo container from [here](https://catalog.ngc.nvidia.com/orgs/nvidia/containers/nemo/tags):\n```bash\ndocker pull nvcr.io/nvidia/nemo:24.12\n```\n\nI see a version of Python of 3.10.12, rather than 3.12.3. There may be a compatibility issue with the later version of Python.\n\nWhen I us...
2024-12-15T12:09:34
2025-01-02T20:17:37
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**Describe the bug** Hello! I performed the following list of commands to install NeMo: ``` python -m venv .venv .venv/bin/python --version >> Python 3.12.3 .venv/bin/python -m pip install torch torchvision torchaudio Cython packaging .venv/bin/python -m pip install nemo_toolkit['all'] ``` The last command output: ...
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