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# What does this PR do ? Related to [bug report](https://nvbugswb.nvidia.com/NvBugs5/SWBug.aspx?bugid=4312419&cmtNo=), Chinese normalizer outputted wrong normalized text for the input, '双辽境内除东辽河、西辽河等**5**条河流', where we expect '双辽境内除东辽河、西辽河等**五**条河流'. **Evidence** - On the latest version, i.e. nemo-text-pro...
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# What does this PR do ? Fix issue where peft weights are not loaded for distributed checkpoints **Collection**: NLP # Changelog - Load peft weights in restore_from instead of _load_state_dict_from_disk if distributed checkpoint is used # Usage * You can potentially add a usage example below ```python...
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**Describe the bug** I am trying to finetune hifigan with spectrograms created with a previously finetuned FastPitch, following the tutorials: FastPitch_Finetuning.ipynb and FastPitch_GermanTTS_Training.ipynb. Finetuning Fastpitch went well, however when I try to finetune hifigan on the same data is always raises this...
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Fix ptuning crash for llama 2 ckpt
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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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Add ddp_find_unused_parameters=True and change accelerator to auto
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fix llama2 70b lora tuning bug
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# What does this PR do ? Fixes a bug in LLaMa2 70b LoRA tuning. There was a modification to specifically deal with LLaMa2 70b (which uses GQA) in the old API that was not propagated during the refactor. **Collection**: NLP # Changelog - Modified LoraPEFTConfig to exactly follow the logic in the old MegatronG...
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bugfix: trainer.gpus, trainer.strategy, trainer.accelerator
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# What does this PR do ? fixed trainer.devices and trainer.accelerator. **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 dem...
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Bound transformers version in requirements
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Safeguard nemo_text_processing installation on ARM (#7485)
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* safeguard nemo_text_processing installing * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update check --------- # What does this PR do ? Add a one line overview of what this PR aims to accomplish. **Collection**: [Note which collec...
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Get scores from inferences from the Text_Classification_Sentiment_Analysis script
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Hello everyone, I trained a model with Text_Classification_Sentiment_Analysis.ipynb and I would like to know if I can extract the scores for each sentiment e.g.: "I answered a call" is a neutral phrase, what score does the engine understand that this phrase is neutral rather than positive or negative? Is it possibl...
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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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# What does this PR do ? Fixes an issue with mutable defaults inside dataclasses across NeMo configs Fixes #7166 **Collection**: [Core, ASR, NLP, TTS, Tools] # Changelog - Guard mecab and ipadic - Remove dependence on mecab and ipadic from sacrebleu - Fix dataclasses across domains and tools # Befor...
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# What does this PR do ? Updating metadata and docs. Changing buttons on home page. **Collection**: NeMo github io website # Changelog - explain `<!-- more -->` tag in template and README - update date of the Numba post - update the OpenGraph metadata of the NFA, alignment and Numba blog posts - add docum...
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fix ssl models ptl monitor val through logging
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# What does this PR do ? Add logging of loss by adding to validation_outputs (self.log) for ssl_models **Collection**: ASR # Changelog - Add to self.log by setting to validation_step_outputs # Before your PR is "Ready for review" **Pre checks**: - [x] Make sure you read and followed [Contributor guideli...
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adding special_tokens from tokenizer config for transformer-lm model
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# What does this PR do ? `special_tokens` are currently ignored when constructing a tokenizer for `transformer_lm_model` using the following example: https://github.com/NVIDIA/NeMo/blob/5cb76a53f21d7470773a80d62fd513defa24ddbf/examples/nlp/language_modeling/conf/bert_pretraining_from_text_config.yaml#L51 **Collec...
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Fix metrics for SE tutorial
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# What does this PR do ? This PR fixes a bug in SE tutorial caused by initialization of metrics for audio-to-audio models. **Collection**: ASR, Tutorials # Changelog - Updated metric initialization - Small fixes in the tutorial notebook # Before your PR is "Ready for review" **Pre checks**: - [x] Make ...
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fix ssl models ptl monitor val through logging
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# What does this PR do ? Add logging of loss by adding to validation_outputs (self.log) for ssl_models **Collection**: ASR # Changelog - Add to self.log by setting to validation_step_outputs # Before your PR is "Ready for review" **Pre checks**: - [x] Make sure you read and followed [Contributor guideli...
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convert_hf_llama_to_nemo.py -> megatron_change_num_partitions.py on Llama 2 70b results in a crash.
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**Describe the bug** I'm trying to RLHF Llama 2 70b w/ trlX NeMo. A required step of this is to convert llama 2 70b to the nemo format and perform tensor parallel sharding. Currently, conversion works fine. I can get a copy of llama 70b that loads within nemo, albeit without tensor parallel sharding. When I run `...
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Fix validation in G2PModel and ThutmoseTaggerModel
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# What does this PR do ? Append output of val step to `self.validation_step_outputs` in `ThutmoseTaggerModel` and `T5G2PModel` as required by lightning 2.0. Also removes `outputs` arg from `on_validation_epoch_end` and `on_test_epoch_end` in `ThutmoseTaggerModel` **Collection**: [Note which collection this PR wil...
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Use native mkdocs-material plugin
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# What does this PR do ? Add a one line overview of what this PR aims to accomplish. **Collection**: NeMo's Github io webpage # Changelog - Move from using mkdocs-material nav functionality to built-in blog plug-in for hosting blog posts - Move 'posts' and 'technical blog' into the same place. # Usage N...
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Fix metrics for SE tutorial
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# What does this PR do ? This PR fixes a bug in SE tutorial caused by initialization of metrics for audio-to-audio models. **Collection**: ASR, Tutorials # Changelog - Updated metric initialization - Small fixes in the tutorial notebook # Before your PR is "Ready for review" **Pre checks**: - [x] Make ...
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Export to mlmodel/mlpackage?
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**Is your feature request related to a problem? Please describe.** No **Describe the solution you'd like** A way to export to models like ECAPA-TDNN to an mlmodel/mlpackage so we can add it easily to our iOS applications Provide a code snippet on how new APIs/changes would be used by others. **Describe alter...
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[TTS] Fix FastPitch data prep tutorial
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# What does this PR do ? Update TTS tutorial to be consistent with recent code changes. Merge to r1.21.0 branch. **Collection**: [TTS] # Changelog - Update lower_case and batch_size arguments examples for preprocess_text.py - Add dataset name to path of logged audio. # Before your PR is "Ready for rev...
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French g2p with pronunciation dictionary
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# What does this PR do ? update build for rtd docs
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SDE Tutorial minor fix
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specifies the branch # What does this PR do? Specified a branch in the tutorial **Collection**: [Note which collection this PR will affect] # Changelog replaced "!git clone https://github.com/NVIDIA/NeMo" with "BRANCH = 'main' !git clone -b $BRANCH https://github.com/NVIDIA/NeMo" # Usage...
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Fix validation in G2PModel and ThutmoseTaggerModel
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# What does this PR do ? Append output of val step to `self.validation_step_outputs` in `ThutmoseTaggerModel` and `T5G2PModel` as required by lightning 2.0. Also removes `outputs` arg from `on_validation_epoch_end` and `on_test_epoch_end` in `ThutmoseTaggerModel` **Collection**: [Note which collection this PR wil...
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After running install_beamsearch_decoders.sh, testing script starts endless loop.
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After running install_beamsearch_decoders.sh, testing script starts endless loop. I am using Ubuntu 22.04 with Python 3.10. The loop is somewhere in this code: `with self.autocast(): with torch.no_grad(): if isinstance(self.asr_model, EncDecHybridRNNTCTCModel): ...
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Fix ptuning crash for llama 2 ckpt
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replace json with ujson?
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**Is your feature request related to a problem? Please describe.** Recently facing too many warning message during model training like `NOTE! Installing ujson may make loading annotations faster.`. Went over a little on `ujson` vs `json`, it seems a worth to switch mostly because `ujson` is faster, ref: https://...
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PEFT needs mp config propagated for dist ckpt
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# What does this PR do ? Updates the base model config so it will use the right mp config. **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...
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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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# What does this PR do ? ensure that all examples in a batch generate only `tokens_to_generate` number of tokens. **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 be...
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# What does this PR do ? Updates the base model config so it will use the right mp config. **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...
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# What does this PR do ? Add ItalianPhonemesTokenizer and fix some bugs in ItalianCharsTokenizer **PR Type**: - [x] New Feature - [x] Bugfix
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Broadcast loss only when using pipeline parallelism and within the pipeline parallel domain
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Broadcast train and validation loss only when pipeline parallel size is larger than 1. Also, the loss broadcasting only within the pipeline parallel domain. # Changelog - Add specific line by line info of high level changes in this PR. # Usage * You can potentially add a usage example below ```python # Ad...
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Update Speaker_Diarization_Training.ipynb
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auto trainer strategy set to "auto" # What does this PR do ? Fix a simple bug in a example, config.trainer.strategy = auto changed to config.trainer.strategy = 'auto' that was interrupting the execution of the code **Collection**: [Note which collection this PR will affect] Speaker_Diarization_Training.ipynb...
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# What does this PR do ? Change strategy from ddp to auto because of PL 2.0 **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...
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# What does this PR do ? Fix typos **Collection**: tutorials # Changelog - Fix typos in NFA and Speech Enhancement tutorials # Usage N/A # 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/CONT...
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# What does this PR do ? Fixes an issue with mutable defaults inside dataclasses across NeMo configs Fixes #7166 **Collection**: [Core, ASR, NLP, TTS, Tools] # Changelog - Guard mecab and ipadic - Remove dependence on mecab and ipadic from sacrebleu - Fix dataclasses across domains and tools # Befor...
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# What does this PR do ? Change strategy from ddp to auto because of PL 2.0 **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...
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# What does this PR do ? update strategy to `auto`
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# What does this PR do ? Appends val/test output to self.validation/test_step_outputs in `evaluation_step` method of `EncDecSpeakerLabelModel` and `EncMaskDecAudioToAudioModel` 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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# What does this PR do ? Correctly handle initialization of validation_step_outputs and test_step_outputs (to log metrics) when multiple dataloaders are set after initialization of model. **Collection**: Core # Changelog In modelPT.py - ```python @property def validation_step_outputs(self): ...
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# What does this PR do ? Update docstring describing `length_params.max_length` to say that generated sequences may actually exceed this length, since this can be surprising. **Collection**: nlp # Changelog - Clarify that `length_params.max_length` is not a hard constraint # Before your PR is "Ready for r...
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# What does this PR do ? strategy should be replaced as `ddp_find_unused_parameters_true`. **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...
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# What does this PR do ? Passes layernorm_zero_centered_gamma param properly which fixes layernorm1p 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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Avoid duplicated dist checkpoint save
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# What does this PR do ? This is a WAR for the case of saving a checkpoint twice into the same directory. A proper fix would be avoiding calling the `save_checkpoint` method altogether. **Collection**: [Note which collection this PR will affect] # Changelog - Avoid duplicated dist checkpoint save # Usage...
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Distributed optimizer support for experimental FP8 tensors (r1.20.0 branch)
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Rebased #7469 onto https://github.com/NVIDIA/NeMo/tree/r1.20.0_pt_23.09.
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best ckpt fix
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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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Fix image for numba post
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# What does this PR do ? Fix the image loaded when the post is created **Collection**: [Docs] **PR Type**: - [ ] New Feature - [ ] Bugfix - [x] Documentation
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Append val/test output to instance variable in EncDecSpeakerLabelModel
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# What does this PR do ? Appends val/test output to self.validation/test_step_outputs in `evaluation_step` method of `EncDecSpeakerLabelModel` and `EncMaskDecAudioToAudioModel` 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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Log averaged metric if at least one metric other than loss
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# What does this PR do ? This PR adds explanation for the bug fix (actual fix in #7308) If user specifies at least one validation metric in the config that is not loss, the average_metric should be calculated and logged so that the CheckpointMonitor does not through an error. **Collection**: [Note which collecti...
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[TTS] remove curly braces from ${BRANCH} in jupyer notebook cell.
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# What does this PR do ? **Change 1** In jupyter notebook, when trying to run, ``` ## Install NeMo BRANCH = 'r1.21.0' !python -m pip install "git+https://github.com/NVIDIA/NeMo.git@${BRANCH}#egg=nemo_toolkit[all]" ``` It will get below errors due to `${BRANCH}`. Removing the curly braces fixes the error. ```...
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Add rope pos idx fp32
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# What does this PR do ? Add fp32 rope pos idx **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by line info of high level changes in this PR. # Usage `+model.enforce_fp32_pos_idx=true` to enable using fp32 rope pos index. By default we set this param to `True`....
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Speaker Diarization on short audios fails to estimate number of speakers correctly
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Hello! I have run multiscale clustering diarization on some short audios (30s-60s) with either 1 or 2 speakers. They have a little noise in the background/music, but I wouldn't say it's a big SNR. However, each time the diarizer detects 8-10 speakers on these audios. Unfortunately, I am not able to share the rec...
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1. Changed `sde_proxy_link` printing position 2. Changed some wording
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1. Changed `sde_proxy_link` printing position 2. Changed some wording
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# What does this PR do ? This is a WAR for the case of saving a checkpoint twice into the same directory. A proper fix would be avoiding calling the `save_checkpoint` method altogether. **Collection**: [Note which collection this PR will affect] # Changelog - Avoid duplicated dist checkpoint save # Usage...
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# What does this PR do ? **Change 1** In jupyter notebook, when trying to run, ``` ## Install NeMo BRANCH = 'r1.21.0' !python -m pip install "git+https://github.com/NVIDIA/NeMo.git@${BRANCH}#egg=nemo_toolkit[all]" ``` It will get below errors due to `${BRANCH}`. Removing the curly braces fixes the error. ```...
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# What does this PR do ? Fixes an issue with Torchaudio trying to load latest versions of ffmpeg (7+) **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) - [ ] Di...
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# What does this PR do ? Adds LoRA support to the linear transformations in the MLP layer. **Collection**: [NLP] # Changelog - Add specific line by line info of high level changes in this PR. # Usage * Add target_modules: ['attention', 'mlp'] to the lora_tuning field in the config file ```python # Ad...
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# What does this PR do ? Fixes an issue with Torchaudio trying to load latest versions of ffmpeg (7+) **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) - [ ] Di...
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# What does this PR do ? Cherry pick fix from main into r1.21.0 **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 ``` # Before your ...
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Append output of val_step to self.validation_step_outputs in EncMaskDecAudioToAudioModel
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[BugFix] Add missing quotes for auto strategy in tutorial notebooks
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# What does this PR do ? Support pure fp32 for rope pos embedding **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 demonstra...
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# What does this PR do ? In tutorials/asr/Multilang_ASR.ipynb, added the correct initialization of asr_model.validation_step_outputs for the case of multiple dataloaders. This is in accordance with the changes introduced in https://github.com/NVIDIA/NeMo/pull/7533 and is normally taken care of by modelPT __init__ (h...
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# What does this PR do ? update gpus -> devices in notebook
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AttributeError: type object 'MegatronGPTPromptLearningModel' has no attribute 'frozen_model'
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from nemo.collections.nlp.models.language_modeling.megatron_gpt_prompt_learning_model import MegatronGPTPromptLearningModel AttributeError: 'MegatronGPTPromptLearningModel' object has no attribute 'frozen_model' https://github.com/NVIDIA/NeMo/blob/main/nemo/collections/nlp/models/language_modeling/megatron_base_p...
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[BugFix] Add missing quotes for auto strategy in tutorial notebooks
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# What does this PR do ? Add SFT test for StarCoder MCore checkpoint. **Collection**: NLP # Changelog - Editing Jenkinsfile # Usage * To be used in CI # Before your PR is "Ready for review" **Pre checks**: - [x] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/NeMo/...
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Issue with text normalization HUI German Dataset
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**Describe the bug** I'm trying to processe text normalization for HUI German Dataset but i get error like below. Does anyone have idea to resolve this issue? **Steps/Code to reproduce bug** ``` (nemo) ubuntu@HP:/mnt/e/tools/nemo$ python /mnt/e/tools/NeMo/get_data.py --data-root /mnt/f/hui_acg --manifests-roo...
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Script for calculation Punctuation Error Rate and related rates (correct rate, deletions rate, etc.) @karpnv @ekmb @vsl9 @KunalDhawan
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# What does this PR do ? This PR adds the tutorials for Mandarin-English Multilingual/Code-switching ASR training. **Collection**: [ASR] # Changelog - Add a tutorial for ZH-EN multilingual/code-switching training - How to prepare data, change tokenizer and finetune with pre-trained ZH-EN model etc # Bef...
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# What does this PR do ? Remap discrete speakers of AISHELL3 (like SSB0005, SSB0009 etc.) to continuous range of speaker_id (from 1 to 174) # Changelog - Remap speakers to a continuous range of speaker_id for dataset AISHELL3 # Usage ```python from nemo.collections.tts.models.base import SpectrogramGenerat...
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Fix PTL2.0 related ASR bugs in r1.21.0: Val metrics logging, None dataloader issue
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# What does this PR do ? This PR added fixes for PTL2.0 related ASR bugs in r1.21.0: Val metrics logging, None dataloader issue **Collection**: ASR, Core # Changelog - val_dataloader() and test_dataloader() functions in nemo/core/classes/modelPT.py updated to handle cases where dataloader is None - update...
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# What does this PR do ? Appends the output of `validation_step` in `GLUEModel` to the instance variable `self.validation_step_outputs` as expected by PTL 2.0. **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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# What does this PR do ? This PR added fixes for PTL2.0 related ASR bugs in r1.21.0: Val metrics logging, None dataloader issue **Collection**: ASR, Core # Changelog - val_dataloader() and test_dataloader() functions in nemo/core/classes/modelPT.py updated to handle cases where dataloader is None - update...
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# What does this PR do ? Fixes branch selection for tutorial **Collection**: [Tools] # 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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**Describe the bug** Following the installation guide in README installs the latest transformers version. However the starter code provided here https://catalog.ngc.nvidia.com/orgs/nvidia/teams/nemo/models/neural_text_normalization_t5 fails to work with an error ``` RuntimeError: Error(s) in loading state_dict fo...
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