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# What does this PR do ? Attempts to fix all issues after many deprecations/lightning lite becoming the backbone for a lot of the underlying pytorch lightning code. cc @titu1994 # Before your PR is "Ready for review" **Pre checks**: - [ ] Make sure you read and followed [Contributor guidelines](https://gith...
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Unable to deploy nemo model to riva pipeline (after conversion to riva)
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**Describe the bug** Unable to deploy a fine-tuned Punctuation and Capitalization model to Riva pipeline **Steps/Code to reproduce bug** 1. Fine tune a nemo punctuation and capitalization model. 2. Convert it to rive using this guide: https://docs.nvidia.com/deeplearning/riva/user-guide/docs/model-overview.h...
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Unable to resume ASR training
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I am trying to resume my training by running the training command,it pick the last checkpoint properly and while stat training it show this error ![image](https://user-images.githubusercontent.com/107035118/200524914-f55b1b7a-d353-4224-9e45-c7b2ad146afc.png) Environment details OS version : Ubuntu 20.04 LTS P...
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# What does this PR do ? Fix #5349 **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 to use this ``` ...
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When using nvidia dali to train speech to text, ```python cfg = copy.deepcopy(char_model.cfg) """ read cleaned manifest """ train_manifest_data = read_manifest(train_manifest_cleaned) train_charset = get_charset(train_manifest_data) dev_manifest_data = read_manifest(dev_manifest_cleaned) dev_charset = ge...
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bugfix in volume loss for CTC models
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# What does this PR do ? fixes bug in computation of volume loss Add a one line overview of what this PR aims to accomplish. fixes bug in computation of volume loss **Collection**: [Note which collection this PR will affect] ASR # Changelog - Add specific line by line info of high level changes in this PR. ...
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Pcla tutorial fixes
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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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Signed-off-by: Yang Zhang <yangzhang@nvidia.com> # What does this PR do ? provides both python and c++ alignment **Collection**: tools
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Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> # What does this PR do ? This is to fix the doc build error below, ``` Could not import extension IPython.sphinxext.ipython_console_highlighting (exception: No module named 'IPython') ``` [root-cause] Previously, TTS doc added a bloc...
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Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> # What does this PR do ? Some YAML config may not use `use_beta_binomial_interpolator` explicitly so that the script would raise errors like below, ``` bash pyxis: importing docker image ... OMP: Info #276: omp_set_nested routine deprec...
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Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com> # What does this PR do ? Updates export process for Megatron-based models **Collection**: [Note which collection this PR will affect] # Changelog - Changed ORT optimization due to a bug in onnxruntime (https://github.com/microsoft/onnxruntime/is...
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Signed-off-by: arendu <adithya.r@gmail.com> # 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 ...
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Signed-off-by: Sasha Meister <ameister@nvidia.com> # What does this PR do ? [STT] Add Ru ASR Conformer-CTC and Conformer-Transducer **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 a...
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Signed-off-by: Sasha Meister <ameister@nvidia.com> # What does this PR do ? [STT] Add Ru ASR Conformer-CTC and Conformer-Transducer **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 a...
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Support for finetuning and finetuning inference with .ckpt files & batch size refactoring
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# What does this PR do ? Adds support for the following: 1. To be able to do fine-tuning and fine-tuning eval with `.ckpt` files as well as `.nemo files. 2. Refactoring fine-tuning to allow for `check_val_every_n_epochs` > 1 and no more additional checks needed for `trainer.val_check_interval`. This also fixes t...
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Signed-off-by: ssh-meister <sasha.meister.work@gmail.com> Add Ru ASR Conformer-CTC Large and Conformer-Transducer Large to NeMo models collections # 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 ...
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Fixing training/script issues for radtts, also removing grad from caches
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Fixing training/script issues for radtts, also removing grad from constant/cache buffers 1. A view to the bias was cached as a buffer - that led to cpu/gpu mismatch on backward pass when training - also the caching was wrong - removed. That led to script() breaking for export - had to change script routine to do tra...
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RuntimeError "Tensors must have same number of dimensions: got 1 and 2" in Speaker Diarization inference example file.
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File ~/anaconda3/envs/hh/lib/python3.8/site-packages/nemo/collections/asr/data/audio_to_label.py:179, in _vad_frame_seq_collate_fn(self, batch) 177 start = torch.zeros(append_len_start) 178 end = torch.zeros(append_len_end) --> 179 sig = torch.cat((start, sig, end)) 180 sig_len += slice_length 182 ...
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RuntimeError Tensors must have same number of dimensions: got 1 and 2
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File ~/anaconda3/envs/pyannotate/lib/python3.8/site-packages/nemo/collections/asr/data/audio_to_label.py:179, in _vad_frame_seq_collate_fn(self, batch) 177 start = torch.zeros(append_len_start) 178 end = torch.zeros(append_len_end) --> 179 sig = torch.cat((start, sig, end)) 180 sig_len += slice_length ...
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add precommit hood to automatic sort entries in requirements.
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removed uninstall nemo_cv and nemo_simple_gan and relax numba version…
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* removed nemo_cv and nemo_simple_gan in reinstall.sh. * relaxed numba version limits. * added tensorboard requirement to avoid any incpmpatible issue. not quite sure why we should enforce `numba==0.55`. When I run `./reinstall.sh`, I got incompatible env issue below for `tensorboard` and `numba`. ``` b...
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How to do quantization on the ASR model
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**Describe the bug** I am trying to do Post training static quantization on ASR model, following example here: (https://pytorch.org/blog/introduction-to-quantization-on-pytorch/#post-training-static-quantization) but keeps on getting following error. Two questions: 1) Is there a way to bypass this error and get ...
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Speed up HF data processing script for ASR
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2022-11-05T01:19:34
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# What does this PR do ? Add a one line overview of what this PR aims to accomplish. **Collection**: [ASR] # Changelog - Add `num_proc` argument to HF to speed up processing **PR Type**: - [x] New Feature - [ ] Bugfix - [ ] Documentation
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Fixes bugs with loss averaging with `validation_drop_last=False` for Megatron GPT
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typo fix
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[TTS] update organization of model checkpoints and their pointers.
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* added a column pointing correct checkpoint url. * revised `#Spk` to real numbers. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> # What does this PR do ? After the PR, it looks like, [screenshot](https://drive.google.com/file/d/1ZbRCAZbf7vzuNsjfR5hHnZHHO8Eo373K/view?usp=sharin...
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[DOC] add sphinx-copybutton requirement to copy button on code snippets.
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Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> # What does this PR do ? ![demo](https://user-images.githubusercontent.com/1839645/150200219-73663c59-08fd-4185-b157-62f3769c02ac.gif) **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by l...
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# What does this PR do ? Add a one line overview of what this PR aims to accomplish. **Collection**: ASR # Changelog - typo fix - transcribe_partial_audio. https://github.com/NVIDIA/NeMo/pull/5253 # Usage * You can potentially add a usage example below ```python # Add a code snippet demonstrating ho...
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Training interruption
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Learning starts and then stops at a certain point. ![Screenshot_6](https://user-images.githubusercontent.com/82889232/199955482-b740d545-31a3-425b-ae63-709661b01e5f.png) Termination of training without explanation, without logs. ![Screenshot_4](https://user-images.githubusercontent.com/82889232/199954667-d4cff...
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Signed-off-by: smajumdar <titu1994@gmail.com> # What does this PR do ? Update the manifest filepath name of the audio_filepath **Collection**: [ASR] **PR Type**: - [ ] New Feature - [x] Bugfix - [ ] Documentation
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tutorials/nlp/Information_Retrieval_MSMARCO.ipynb not found
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**Describe the bug** I'm trying to follow [Information Retrieval document](https://docs.nvidia.com/deeplearning/nemo/user-guide/docs/en/v1.12.0/nlp/information_retrieval.html), however, the link for its notebook cannot be found.
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Signed-off-by: smajumdar <titu1994@gmail.com> # What does this PR do ? Fix librosa issue in script **Collection**: [ASR] **PR Type**: - [ ] New Feature - [x] Bugfix - [ ] Documentation
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Signed-off-by: smajumdar <titu1994@gmail.com> # What does this PR do ? Removes onnx graph surgery from Dockerfile **Collection**: [Core] **PR Type**: - [ ] New Feature - [x] Bugfix - [ ] Documentation
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Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> # 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 poten...
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[TTS] expand to support flexible dictionary entry formats in IPAG2P.
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* expand to support flexible dictionary entry formats in IPAG2P. * removed unused imports in test.collections.tts * removed unused imports in nemo.collections.tts.modules * removed unused imports in nemo_text_processing.text_normalization.zh * updated unit tests with new cases * renamed test function names because...
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ValueError: NeMo ASR collection is not installed. when run ./normalize_with_audio.py
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When I run the following command python ./normalize_with_audio.py --text=" Hold on one second. 429-020" --language=en --n_tagged=10 --cache_dir="cache_dir" --audio_data="./0001_00002.wav" --model="QuartzNet15x5Base-En" --verbose I always get the error: Traceback (most recent call last): File "./normalize_wi...
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Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com> # What does this PR do ? Fix path to get_data.py since the directory was renamed **Collection**: TTS **PR Type**: - [ ] New Feature - [x] Bugfix - [ ] Documentation
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# What does this PR do ? Fixes for Conformer-xl model export: 1) Fixes ONNXRT error: Type parameter (Tind) of Optype (Slice) bound to different types (tensor(int32) and tensor(int64) in node (Slice_63). 2) Fixes 'runtime-check' crash on ONNX > 2GB **Collection**: [Note which collection this PR will affect] # C...
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Running Token_Classification-BioMegatron notebook in colab, failed with apex error
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**Describe the bug** 01. Running this notebook in colab: https://github.com/NVIDIA/NeMo/blob/main/tutorials/nlp/Token_Classification-BioMegatron.ipynb 02. encountered apex error. Follow the steps in readme file to install apex, successful. Additional context: user = False home = None root = None prefix = Non...
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[TTS] replace obsolete torch_tts unit test marker with run_only_on('CPU')
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Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> # What does this PR do ? * we should remove the legacy unit test marker `torch_tts` and use the common `run_only_on('CPU')` marker. `torch_tts` marker was only used for testing `TTSDataset` on CPU. **Collection**: [Note which collection...
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Add speaker clustering arguments to forward function
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Signed-off-by: Taejin Park <tango4j@gmail.com> # What does this PR do ? Move speaker clustering arguments to forward function Also added scripting option. Fixed type issues for torch scripting. **Collection**: [Note which collection this PR will affect] ASR # Changelog - Moved tunable parameters to for...
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# What does this PR do ? Add support for the distributed Adam optimizer to BERT. **Collection**: NLP # Changelog - Add support for the Apex distributed Adam optimizer to BERT # Usage Set the optimizer to `distributed_fused_adam` in the config file: https://github.com/NVIDIA/NeMo/blob/79a22eaee0813d5...
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[TTS] bugfix IPAG2P and refactor to remove duplicate process.
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Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> # What does this PR do ? 1. fixed a bug for IPAG2P: the returned self.phoneme_dict mismatches between the one obtained from [self.parse_as_cmu_dict](https://github.com/NVIDIA/NeMo/blob/44de3950f0bf2f3e85d7df1a962eb24674f4fa4e/nemo_text_pro...
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Fix dialogue tutorial bug
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# What does this PR do ? Set default value of num_prompt_tokens to 0 for huggingface GPT model (where virtual prompts do not exist). **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 ad...
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Upperbound PTL
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2022-11-01T21:23:52
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Signed-off-by: smajumdar <titu1994@gmail.com> # What does this PR do ? UB PTL until we upgrade to it. **Collection**: [Core]
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Add ASR Blossoms test
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Signed-off-by: smajumdar <titu1994@gmail.com> # What does this PR do ? Starts port of ASR tests to Blossom **Collection**: [ASR] # Changelog - Add asr test - Add some checks to blossom ci main tests # Usage - `/blossom-ci` # Before your PR is "Ready for review" **Pre checks**: - [ ] Make sure ...
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[TTS] Replace IPA lambda arguments with locale string
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# What does this PR do ? Currently you cannot configure the IPATokenizer in .yaml config because there is no way to modify the lambda arguments. This PR replaces the lambda arguments with a locale string that maps to the correct behavior, which now just maps to English vs Non-English. An alternative approach woul...
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Fix dialogue tutorial bug
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# What does this PR do ? Set default value of num_prompt_tokens to 0 for huggingface GPT model (where virtual prompts do not exist). **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 ad...
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diarization: add configurable parameters for clustering
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2022-11-01T17:33:04
2022-11-04T12:05:28
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Signed-off-by: Viraj Karandikar <vkarandikar@nvidia.com> Changes some of the clustering parameters from init time to run time. **asr** # Changelog - Moves parameters like max_num_speaker, multiscale_weights, sparse_search_volume from init-time to run-time # Usage * Used when clustering is exported as tor...
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Pipeline paralleism in Bert
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2022-10-31T23:24:47
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[Bugfix] Added rm -f / wget- nc command to avoid bash error in multispeaker sim notebook
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2022-10-31T22:21:41
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Signed-off-by: Taejin Park <tango4j@gmail.com> # What does this PR do ? Fix minor bugs in multispeaker simulation tutorial notebook https://github.com/NVIDIA/NeMo/blob/main/tutorials/tools/Multispeaker_Simulator.ipynb Bugfix for https://nvbugswb.nvidia.com/NvBugs5/SWBug.aspx?bugid=3848353 - rm throws out...
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PCLA tutorial typo fix
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Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> # 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 potent...
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AttributeError: 'dict' object has no attribute '_get_node_flag'
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2022-11-01T16:51:07
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root/abc/venv/lib/python3.8/site-packages/omegaconf/omegaconf.py", line 670, in open_dict prev_state = config._get_node_flag("struct") AttributeError: 'dict' object has no attribute '_get_node_flag' Thanks.
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transcribe() outputting different results than validate()
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2022-11-02T08:21:12
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Hello, I have fine-tuned the German Conformer Transducer on a subset of Mozilla Common Voice. The WER on the validation set decreases throughout the 20 training epochs. However, when I load the checkpoint and use the `transcribe` method, the model outputs weird predictions containing `??`. For example: ``` ' ⁇ ...
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PCLA tutorial typo fix
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2022-10-31T14:32:28
2022-10-31T17:02:27
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Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> # 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 potent...
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How to get asr result of audio with offset and duration
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2022-10-30T17:26:38
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Hello! I want to test an audio file that has a specific offset and duraion, how can I do this? For example, I want to test from 20s to 40s. The below scripts can only give me the result of the whole audio. ``` import nemo import nemo.collections.asr as nemo_asr quartznet = nemo_asr.models.EncDecCTCModel.from_pret...
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Install error
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2022-10-30T07:29:02
2022-12-08T01:59:56
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I try to install from gihub repo but it always show me command: /anaconda/envs/azureml_py38/bin/python -c 'import sys, setuptools, tokenize; sys.argv[0] = '"'"/NeMo/setup.py'"'"'; __file__='"'"'/NeMo/setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(__file__);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'...
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Question about RAM consumption increasing.
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Hello everybody. Forgive me for the stupid question but: Is expected the RAM consumption to increase or have high usage values? I've been using a `stt_en_conformer_ctc_large.nemo` in GPU without any problem, to be more specific I'm running two models in two child processes. After every transcription, `torch.cud...
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Fix bug into Dialogue tutorial
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# What does this PR do ? set find_unused_parameters=True to overcome RuntimeError of unused pooler layer for BERT model. **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 sn...
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# What does this PR do ? This PR adds `cpWER` calculation feature to diarization-ASR pipeline. `WDER` features are removed from `diarization_utils.py` to keep the code simple. Additionally, docstrings are added to the functions in `diarization_utils.py` From this PR on, NeMo multispeaker ASR or ASR-with-diariz...
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add label inference support to EncDecSpeakerLabel class
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Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> # What does this PR do ? Add label inference support for EncDecSpeakerLabel models **Collection**: ASR # Changelog - Add new `infer_file` function which returns both logits and embeddings - update existing `get_embedding` function to use `infer_fil...
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[TTS] fixed type of filepath and rename openslr.
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Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> # What does this PR do ? Adds documentation to Speech Dataset Processor **Collection**: [Note which collection this PR will affect] tools/speech_dataset_processor # Changelog - Add specific line by line info of high level changes in this PR. #...
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Pcla tutorial fixes
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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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Minor typo fixes in TTS tutorial
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Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com> # What does this PR do ? Fixes some minor typos in the TTS intro tutorial. No code changes. **Collection**: TTS
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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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Signed-off-by: smajumdar <titu1994@gmail.com> # What does this PR do ? Adds a Gradio demo app embedded in the ASR Docs page **Collection**: [ASR] # Usage Visit https://docs.nvidia.com/deeplearning/nemo/user-guide/docs/en/main/asr/intro.html after PR merge on main branch Example - ![image](https://user...
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[Speaker Diarization] Confusion Error become worse after fine-tuning titanet-large with chinese data
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Hi, I used pretrain titanet-large on one audio of Alimeeting_Eval_far (Chinese), and its Confusion Error Rate (CER) is 0.0283 So I think if fine-tune titanet-large with Chinese data (CN-celeb2) it will have a better result. However, the first result of CER is 0.1473 (learning rate: 1-e4), and the second one is 0.2120...
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# What does this PR do ? Add a one line overview of what this PR aims to accomplish. Adds the volume loss to CTC models **Collection**: [Note which collection this PR will affect] ASR # Changelog - Add specific line by line info of high level changes in this PR. Added the new reduction to the ctc loss cla...
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Fix failing speaker counting for short audio samples
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# What does this PR do ? From the previous PR (https://github.com/NVIDIA/NeMo/pull/5191/files), Speaker clustering code is now fully jit-scriptable, but speaker counting algorithm for short audio sample (less than 40s) was dropped. In this PR, we are adding `getEnhancedSpeakerCount` function back and now tuto...
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Minor typo fixes in TTS tutorial
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Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com> # What does this PR do ? Fixes some minor typos in the TTS intro tutorial. No code changes. **Collection**: TTS
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Text Memmap Parsing Improvements
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# What does this PR do ? 1. Fixed text-memmap issue when boundary (e.g., new-line) is missing from end of file. 2. Added support in custom index building method (determines how to split int data into samples) using `build_index_fn(fn, newline_int)` argument. The method can override default indexing of the file `fn`...
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Specifying audio signal dropout separately for the Conformer Encoder
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# What does this PR do ? Adds the option to specify the audio signal dropout separately for a conformed encoder. **Collection**: asr # Changelog - Updated the configs using conformed encoder - Add new dropout_audio parameter in conformer_encoder.py # Before your PR is "Ready for review" **Pre checks**: ...
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[TTS] Create script for processing TTS training audio
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Signed-off-by: Ryan <rlangman@nvidia.com> # What does this PR do ? Add a script for doing audio preprocessing for TTS training. **Collection**: [TTS] # Changelog - Created a "data" directory under nemo.collections.tts following the same convention as the ASR & NLP code. - Added data_util class for generi...
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Fix links to speaker identification notebook
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# What does this PR do ? Fixes #5259 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 ```pyt...
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Fix links to speaker identification notebook
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# What does this PR do ? Fixes #5258 **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 to use this ``` ...
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Link is not working
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there is link that is not working https://github.com/NVIDIA/NeMo/blob/main/tutorials/speaker_tasks/Speaker_Recognition_Verification.ipynb link appears in NeMo/examples/speaker_tasks/recognition/speaker_reco.py nad in readmes
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Signed-off-by: Vasyl Spachynskyi <vspachyn@gmail.com> # What does this PR do ? Extend ITN rules for English (cardinals) to support hundreds, like: - eleven hundred -> 1100 - twenty one hundred -> 2100 - ninety nine hundred and ninety nine -> 9999 **Collection**: [Text Processing] # Changelog - Add spe...
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Issue with english WFST inverse text normalizer and "per cent"
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**Describe the bug** The english WFST inverse text normalizer fails to correctly tag "per cent". **Steps/Code to reproduce bug** ``` from nemo_text_processing.inverse_text_normalization.inverse_normalize import InverseNormalizer inverse_normalizer = InverseNormalizer(lang='en') spoken = "The share price ...
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2022-10-27T02:07:03
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# What does this PR do ? Updates new models, results and configs **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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fix hypotheses return
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2022-10-26T23:19:52
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[DO NOT MERGE] Add zarr as a dependency
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Signed-off-by: smajumdar <titu1994@gmail.com> # What does this PR do ? Check if zarr library has any contraindications with other libraries **Collection**: [Core] **PR Type**: - [x] New Feature - [ ] Bugfix - [ ] Documentation
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Fix link to inference notebook
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Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com> # What does this PR do ? Fixes the Inference_ModelSelect notebook link in the NeMo TTS Primer notebook. **Collection**: TTS **PR Type**: - [ ] New Feature - [x] Bugfix - [ ] Documentation
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Floating point exception
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Hello, I installed all necessary dependencies and Nemo, but I got an issue when I tried to transcribe or diarize using Nemo The exception is: **Floating point exception**, without any stacktrace, just this message This exception occurred when the Nemo model was initialized Dependencies: > Cuda version: 11.2 >...
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[ASR_with_SpeakerDiarization] Fine-Tuned TinaNet predicts only one speaker
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2022-10-26T07:16:56
2023-03-08T10:37:11
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**Describe the bug** I've fine-tuned TitaNet-Large model 10 Epoch for Korean with 1,000,000 datas and 60 speaker dataset because NGC TitaNet(for English) only predict one token. I've checked loss has decreased not only in training step, but also in validation step(min loss was 0.0079). However, the fine-tuned mod...
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Modernize RNNT ONNX export and add TS export
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# What does this PR do ? Improve the script for onnx rnnt export and add support for torchscript export of rnnt **Collection**: [ASR] # Changelog - Add support for pretrained checkpoint in onnx export - Add GPU inference support with `onnxruntime-gpu` installed for RNNT models - Add support for Torchscript...
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Fix link to inference notebook
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Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com> # What does this PR do ? Fixes the Inference_ModelSelect notebook link in the NeMo TTS Primer notebook. **Collection**: TTS **PR Type**: - [ ] New Feature - [x] Bugfix - [ ] Documentation
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O2 style amp for gpt3 ptuning
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1. Fixes a precision bug for ptuning which improves perf by ~25% - If model is in bf16, Pytorch autocasting currently unnecessarily casts operations to be in fp16 from bf16, and casts the output back again to bf16 - This fix keeps the precision in bf16, removing many unnecessary casts 2. Implements amp O2 which...
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Option to pad the last validation input sequence if its smaller than the encoder sequence length for MegatronGPT
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Option to pad the last validation input sequence if its smaller than the encoder sequence length for MegatronGPT # What does this PR do ? If validation_drop_last is set to False, the last input sample from the validation dataset will not be dropped if its smaller than the encode sequence length for MegatronGPT ...
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Fixed the onnx bug in conformer for non-streaming models.
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2022-10-25T17:02:16
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Signed-off-by: Vahid <vnoroozi@nvidia.com> # What does this PR do ? Fixes a bug in exporting to ONNX for non-streaming conformer models. **PR Type**: - [ ] New Feature - [x ] Bugfix - [ ] Documentation
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