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https://api.github.com/repos/NVIDIA/NeMo/issues/3023
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Update Finetuning Notebook
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Update nltk version with a CVE fix
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Updated NLTK version with a CVE fix: https://github.com/advisories/GHSA-2ww3-fxvq-293j
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Dropout value in QuartzNet 15*5
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2021-10-27T00:11:01
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Hi I fine-tuned the QuartzNet 15*5 model with 235 hours dataset of Persian Mozilla Common Voice. After that I restored the ckpt file and fine-tuned it with 25 hours of another persian dataset. Now Totally I have 50 epochs. From 18th epoch the loss start to increase. While before the 18th epoch the WER and loss both we...
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Fix URL typo
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2021-10-18T00:56:34
2022-02-07T19:06:06
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NONE
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Current `Text Classification (Sentiment Analysis)` URL in line 50 shows 404 error, I found the right link from the tutorial page .
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[BigNLP] Log train loss averaged over gradient accumulation steps
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Avoid implicit array changing, add progress bar for punctuation and capitalization, help message improvement.
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2021-10-17T10:35:45
2021-11-18T18:38:19
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1. Two methods in `PunctuationCapitalizationModel` were insecure because of possible implicit array change. 2. Add `tqdm` 3. Fixed my English a little
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Adding parallel transcribe for ASR models - suppports multi-gpu/multi-node
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+Added transcribe_speech_parallel.py which supports multi-gpu/multi-node inference for ASR models +Supports both tarred and non-tarred datasets +works for both CTC and Transducer models +Added extra sample_id output to the samples returned by the ASR datasets. It enables us to track down the samples. Would be usefu...
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Fixes in `GlobalAverageLossMetric` and `PerplexityMetric`
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1. Fix assertions in `pl_utils.py`. `assert (condition, message)` is incorrect use of assertion. 2. Fix function `reference_loss_func` in file `pl_utils.py`. Previously the function implicitly modified its argument `loss_sum_or_avg`. 3. Fix method `update` in class `GlobalAverageLossMetric`. Previously it implicitly ...
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3,015
Add Transducer documentation
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2021-10-15T20:05:38
2021-10-21T17:40:14
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# Changelog - Add transducer documentation - Fix few issues in rst files Signed-off-by: smajumdar <titu1994@gmail.com>
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Improve efficiency of dataloaders for transcribe()
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# Changelog - Add num_workers and pin_memory to data loaders - Add missing flag for use start end token in transcribe data loaders for BPE models # Bugfix - Remove trim_silence = True as default is now False Signed-off-by: smajumdar <titu1994@gmail.com>
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Bug running Voice_Activity_Detection
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Hello, how are you? I ran the script "Voice_Activity_Detection.ipynb" in colab, and it kills the execution when it starts the training, thus giving the message "Session failure, restarting automatically", I couldn't identify more information about this problem. I leave the error prints. script is at version 1.4.0 ...
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Precision and fused kernel checks
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This PR checks for compatibility between the trainer's precision and fp16/bf16 fused kernels.
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cusolver error: speaker diarizer, nmse_clustering
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**Describe the bug** ``` <ipython-input-24-56e2b5b7ea8a> in perform_clustering_ori(self, embeddings, time_stamps, speakers, audio_rttm_map, out_rttm_dir, max_num_speakers) 570 571 cluster_labels = COSclustering( --> 572 uniq_key, emb, oracle_num_speakers=NUM_speakers, max_num...
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add num_workers parameter
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This PR adds a num_workers parameter to RNNT model's transcribe method. The transcribe dataloader is then created with that number of workers to avoid 0 GPU usage. #3009
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Pass num_workers to transcribe method
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Currently transcribe method creates a dataloader with num_workers=0 ([here](https://github.com/NVIDIA/NeMo/blob/main/nemo/collections/asr/models/rnnt_bpe_models.py#L356), for example). This leads to GPU being underused on large lists of files. There should be an argument that you can pass to transcribe method to increa...
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timer: measure an option to measure global batch step time
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1. Add an option to measure the step time of a global batch (match Megatron-LM) 2. Add default timer setting to the config
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Add new features to ASR with diarization with modified tutorial and README.
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This is PR for newly added feature (VAD based word-timestamp compensation, ConformerCTC support). This PR reflects @fayejf 's contribution on asr_with_diarization.py (VAD model input etc) Also, tutorial file and README file are also revised to reflect the modified parts. Still lots of issues are remaining, but for t...
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This PR adds three features: 1. A utility to collect stats of tokenization of raw text given a tokenizer (i.e., regarding sentences length) 2. NMT inference script supports detailed timing of encoder/decoder/sampler (i.e., timing per sentence length). 3. A plotting script to visualize the detailed timing. # Summa...
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1. Update the step timer using sliding window 2. Add GPU-synced step time to progressbar
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- Added support for ConformerCTC model The script can extract word timestamps from both QuartzNet and ConformerCTC. - Added VAD based word-timestamp compensation feature If a pre-trained VAD model is provided to asr_with_diarization.py script, the script compensates the word-timestamp using the frame level VAD o...
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Add Paarth's HiFi-GAN and Tacotron fine-tuning code
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Cleaned & signed version of #2839 (avoiding messy rebase over ~1 month's worth of commits) Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>
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Based on #2839
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From #2839
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Change the min value used for masking in Conformer.
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+ Changed the value to -10000.0 to make it more stable and flexible to different data type. + Added the support of pretrained models to the ASR LM scripts.
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tiny edge case fix for VAD postprocessing
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Signed-off-by: fayejf <fayejf07@gmail.com>
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@ImportError: cannot import name 'get_args' from 'megatron' (/opt/conda/lib/python3.8/site-packages/megatron/__init__.py)
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@haythemtellili couldn't reproduce your error, but could you try: `! pip install transformers==2.6 # due to HuggingFace transformer library updates` `! pip install nemo_toolkit[all]` `import nemo.collections.nlp as nemo_nlp` _Originally posted by @ekmb in https://github.com/NVIDIA/NeMo/issues/830#issuecomment-656...
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Is it possible to synthesize speech with the voice of an Englishman in another language?
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Transcribing with existing Conformer RNNT (tokenizer missing)
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**Describe the bug** When trying to transcribe (or even import) Conformer transducer model, the following error comes: ```bash Traceback (most recent call last): File "<stdin>", line 1, in <module> File "~/NeMo/nemo/core/classes/common.py", line 705, in from_pretrained instance = class_.restore_from( ...
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1,024,991,159
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PunctuationCapitalizationModel fails on a sentence with specific length
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2021-10-13T09:11:14
2021-11-30T23:10:01
2021-11-30T23:10:01
CONTRIBUTOR
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**Describe the bug** `nemo.collections.nlp.models.PunctuationCapitalizationModel.add_punctuation_capitalization` fails when inferencing on a sentence with specific length **Steps/Code to reproduce bug** ``` import nemo.collections.nlp punct = nemo.collections.nlp.models.PunctuationCapitalizationModel.from_pr...
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2,990
Adding bucketing for ASR models with tarred datasets
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2021-10-12T00:01:26
2022-01-19T07:07:55
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Adding bucketing support for training ASR models with tarred datasets. + User need to enable --sort_in_shard and also use --buckets_num=NUM_OF_BUCKETS with scripts/speech_recognition/convert_to_tarred_audio_dataset.py script. The script would create multiple tarred dataset, one per bucket, based on the audio durati...
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typos
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2021-10-11T20:27:53
2021-11-10T09:42:00
2021-10-11T21:48:25
CONTRIBUTOR
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fix two typos
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1,023,035,639
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Batchsize decreasing with each new GPU
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2021-10-11T19:15:40
2021-10-25T19:46:21
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NONE
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Hi, With every new GPU I add I find I'm forced to lower batchsize because of memory overflows. This is normal? For example with 1 GPU I can use 68 BatchSize, with 2 GPUs I can use 67 and with 5 I can use 62. OS: Ubuntu 18.04 NeMo 1.3.0 Python 3.8
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1,023,026,805
I_kwDOC_bI7s48-iZ1
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Training never finished
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2021-10-11T19:05:22
2021-10-15T16:25:49
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Hi, My last workouts never end correctly, he gets stuck at this stage: ![Image](https://user-images.githubusercontent.com/49459897/136842870-f279377b-cb4e-40e4-938f-e44f5d6dd417.png) If I force a ctrl+c it ends, but I'm afraid to kill some processing. I leave it for hours and this stage is never changed. Any sugge...
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1,023,016,433
I_kwDOC_bI7s48-f3x
2,986
Music recognition
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2021-10-11T18:51:44
2021-10-15T16:25:58
2021-10-15T16:25:58
NONE
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Hi, Is it efficient to set up a dataset to recognize songs? I notice that when there is a song in an audio it tries to somehow transcribe, if I train these songs saying "music" in the manefesto would it be efficient? Or are there alternatives that can help me in this scenario?
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1,023,011,891
I_kwDOC_bI7s48-ewz
2,985
Memory usage during training
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2021-10-11T18:45:30
2021-10-25T19:46:11
2021-10-25T19:46:11
NONE
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Hi, I would like to know if there is any documentation on memory usage during training. I have a base of approximately 1000 hours and there are times when memory usage reaches 160GB (which is my current limit). I'm afraid this will interfere with training, hence my doubt. I also notice that this increase is constant...
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[BigNLP] Remove fused kernel code instead use Apex
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2021-10-11T16:50:10
2021-10-14T00:08:47
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TN updates
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2021-10-11T15:07:59
2021-10-11T22:56:28
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replaces `basic_tokenization` with moses tokenization
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Using .nemo model for prediction
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2021-10-11T05:52:33
2021-10-27T00:09:47
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Hi Team, Can you please guide me how can I use .nemo model produced after training on our data set so it is not completely using pretrained model, it is into transfer learning and now i want to use it for predicting on new dataset, the way other models work using .predict method Your response is highly awaited
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1,021,795,318
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Not able to covert stt_en_contextnet_1024.nemo into riva format
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2021-10-09T20:12:06
2021-10-10T15:09:32
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**Describe the bug** A clear and concise description of what the bug is. **Steps/Code to reproduce bug** nemo2riva --out /servicemaker-dev/stt_en_contextnet_1024.riva /servicemaker-dev/stt_en_contextnet_1024.nemo nemo-toolkit 1.4.0 nemo2riva 1.6.0b0 Please list...
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nemo v1.4.0 : AttributeError: type object 'EncDecRNNTModel' has no attribute 'from_pretrained'
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**Describe the bug** AttributeError: type object 'EncDecRNNTModel' has no attribute 'from_pretrained' code: import nemo.collections.asr as nemo_asr conformer_rnnt = nemo_asr.models.EncDecRNNTModel.from_pretrained() console: ''' Traceback (most recent call last): File "exp1.py", line 19, in <module> ...
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update zero shot intent model
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2021-10-08T20:03:40
2021-10-11T19:45:35
2021-10-11T19:45:35
CONTRIBUTOR
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- Implement `from_pretrained` and `list_available_models` for ZeroShotIntentModel - Update tutorial notebook with link to BERT base pretrained model in NGC - Change name of parameter from `multi_class` to `multi_label` in `predict` method - Change `multi_label` default value from False to True
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Always save last checkpoint on train end even if folder does not exist
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[BigNLP] Merge Megatron GPT to main
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2021-10-08T19:18:44
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This PR is being used to merge #2735 so that the `megatron_gpt` branch can remain stable.
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Update README.rst
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MTEncDecModel has no attribute device
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**Describe the bug** I called MTEncDecModel.restore_from('zh_en_24x6.nemo').cuda('cuda:0') if I assign the parameter to .cuda() as above, it will raise an error 'no attribute device' **Steps/Code to reproduce bug** as above A helpful guide on on how to craft a minimal bug report http://matthewrocklin.com/blog/wo...
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AttributeError: module 'nemo.collections' has no attribute 'nlp'
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I am getting the `AttributeError: module 'nemo.collections' has no attribute 'nlp' ` I am on the latest version of nemo, and also, `nemo.collections.asr` or `nemo.collections.cv` works perfectly
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Fixing BERT export and ORT check
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This is major ONNX export bug fix - most NLP networks were affected. Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>
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Nemo engine that extracts speaker details
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Hi, I would like to know if NeMo has any mechanism that extracts details from the speakers, for example, age, gender or accent. Thanks in advance
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Add new `CharTokenizer`
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Signed-off-by: PeganovAnton <peganoff2@mail.ru> Closes #2829
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New `CharTokenizer`
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Reading max_sequence_len parameter from config fixed
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Signed-off-by: Fedor Streltsov <sfeaal@gmail.com>
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[BigNLP] Fix wrong argument passed into ParallelTransformerLayer
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[BigNLP] Update GPT evaluation to work with tensor model parallel
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Getting error when making inference using nemo ASR pretrained model converted to pytroch mobile model: RuntimeError: Given groups=64, weight of size [64, 1, 33], expected input[1, 1, 63840] to have 64 channels, but got 1 channels instead
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I am trying to make inference (Audio to text ASR )on nemo model converted to pytorch mobile lite model, but i am facing issue in mismatch. Can someone help me please. my_code import torch from torch import Tensor from torch.utils.mobile_optimizer import optimize_for_mobile import torchaudio import nemo.colle...
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NMT evaluation timing
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This PR extends the timing measurement for NMT models, in addition to bug and performance fixes. # Summary * Added timing measurement of encoder, decoder, and sampling stages in eval_step. * Added support in sliding mean - useful in cases when post processing of log is not available, and smoother timing is requi...
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Rename neural machine translation to text2sparql
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2021-10-06T19:29:52
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fix/machine translation/minor bug in passing variables
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Signed-off-by: PeganovAnton <peganoff2@mail.ru>
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Question: separate RNN training in Transducer model
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Say I already trained an acoustic model and now I want to train a recurrent network part of the rnn-transducer pipeline solely on text data. Theoretically it totally makes sense, but it would require some hacking. Or is there an intended way to do it? I would appreciate if you shared your thoughts on that possibility.
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Merge final doc and bug fixes from r1.4.0 to main
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2021-10-06T03:59:21
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2021-10-05T17:58:17
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Unable to run inference with my trained VAD model.
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Hi, I am facing the problem of running inference with my own trained VAD model in the diarization pipeline. I have found #2348 this solution and did the same what you have said. But now I am facing this issue: ``` [NeMo I 2021-10-05 08:44:52 speaker_utils:337] Performing Clustering 0%| | 0/1 [00:00<?,...
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Itn fr
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2021-10-04T21:13:57
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Added README for French ITN to explain possible ambiguity cases. Fixed currency data so there is no longer overlap between cardinals an minor denominations.
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Narrowband augmentation for ASR models
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* Augments audio data by masking out higher frequencies in the spectrogram for random samples in a batch * Added Ogg-vorbis codec augmentation at lower rates to cover wideband codec augmentation
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how to convert nemo model to torch_script format as i am getting TypeError: All arguments must be passed by kwargs only for typed methods
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my_code import nemo.collections.asr as nemo_asr import torch.nn as nn model1 = model.extract_state_dict_from('/root/.cache/torch/NeMo/NeMo_1.3.0/QuartzNet15x5Base-En/2b066be39e9294d7100fb176ec817722/QuartzNet15x5Base-En.nemo', save_dir='./pt_ckpt/QuartzNet15x5Base-En.pt') model.load_state_dict(torch.load('./pt_...
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I've been trying to train fastpitch + hifigan e2e with `fastpitch_hifigan_e2e.py` I have used the script at https://github.com/NVIDIA/DeepLearningExamples/blob/master/PyTorch/SpeechSynthesis/FastPitch/prepare_dataset.py to create the durations and pitch .pt files. On starting the training, I get the assertion error....
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Fixes <https://github.com/NVIDIA/NeMo/issues/2896>.
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Speaker_Diarization handle overlap speech
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**Describe the bug** Hi teams, may I know whether Speaker_Diarization models can separate speaker utterances from overlap speech? If not, will model directly ignore this overlap part? https://github.com/NVIDIA/NeMo/blob/main/tutorials/speaker_tasks/Speaker_Diarization_Inference.ipynb Thanks in advance
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2021-10-01T01:30:15
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This PR is a manual merge of <https://github.com/NVIDIA/NeMo/pull/2936>
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This PR adds the ability to log the timing of a step for train/validation/test modes during training. This feature is added to all NeMo models. Time is measured in seconds. # Configuration The following config allow to control logging of step timing: ``` exp_manager: log_step_timing: True # logging is en...
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2021-09-30T23:55:56
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This PR adds the following method ```response=MegatronGPTModel.complete(request)``` and example how to use it. Example usage: ``` python examples/nlp/language_modeling/megatron_gpt_eval.py --model_file megatron_gpt.nemo \ --prompt "How to fix gpu memory? A: " --tokens_to_generate 256 ``` With a somewhat good conv...
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How to train end2end tts
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I want to train an end2end tts model like fastpitch_hifigan_e2e but I don't find any tutorial for that. I tried to train it like Tacotron but I understood that fastpitch_hifigan_e2e needs "Phoneme durations" file and again I don't find any guide for that(exactly what should this file have and what is format of it. [thi...
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I am getting undefined symbol: _ZN5torch3jit17parseSchemaOrNameERKNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEE error. This I am getting when I am trying to "import torch from nemo.collections import nlp". I am trying to use pytorch ngc container 21.05. I tried to import torch before the nemo extension. Please s...
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**Describe the bug** I am getting this issue when trying to import nlp models from nemo. **Steps/Code to reproduce bug** I did the following installation of packages. !pip install wget !apt-get install sox libsndfile1 ffmpeg !pip install unidecode !pip install braceexpand !pip install webdataset BRANCH =...
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TN infer
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- fixes inference for utterances longer than max_seq_len - adds additional post-processing to match punct/spaces of the original input - adds `whitelist` arg to WFST normalize.py @Oktai15 for viz
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add bf16 casting decorator
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Add bfloat16 native.amp casting decorator for bias-dropout-add
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Update readme for r1.4.0
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Megatron gpt bfloat support
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Fix numba spec augment for cases where batch size > MAX_THREAD_BUFFER
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# Bugfix - Fix an issue where numba spec augment will throw cryptic CUDA error if batch size > MAX_THREAD_BUFFER Closes https://github.com/NVIDIA/NeMo/issues/2916 Signed-off-by: smajumdar <titu1994@gmail.com>
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Adding simple, greedy-search based text generation to MegatronGPTModel
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This PR adds the following method ```response=MegatronGPTModel.complete(request)``` and example how to use it. Example usage: ``` python examples/nlp/language_modeling/megatron_gpt_eval.py --model_file megatron_gpt.nemo \ --prompt "How to fix gpu memory? A: " --tokens_to_generate 256 ``` With a somewhat good conv...
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2,922
Minor Fixes
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2021-09-28T21:43:15
2021-09-28T21:54:03
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Itn fr
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2021-09-28T21:02:14
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ITN Grammars for French for both tagging and verbalizers. Can now pass 'fr' as language to inverse_normalize and export_grammars for inverse text normalization. All CI tests passed locally or skipped by default.
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Adding Conformer-Transducer docs.
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2021-09-28T19:30:00
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[wav2vec] mask fragmentation
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2021-09-28T18:59:04
2021-09-29T07:33:35
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Hi, First of all, thanks for developing this incredibly useful toolkit. I am experimenting with the wav2vec code in NeMo, and would like to ask a question regarding the computation of the masked indices for the context encoder network. More precisely, the `compute_mask_indices` function in `collections/asr/module...
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Merge r1.4 bugfixes to main
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2021-09-28T17:02:47
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1,009,892,319
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Swapped inputs in decoder onnx file
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It appears the transformer decoder when exported to onnx has swapped the `encoder_mask` and `encoder_embeddings`: ```python encoder_mask : ['encoder_mask_dynamic_axes_1', 'encoder_mask_dynamic_axes_2', 1024] encoder_embeddings : ['encoder_embeddings_dynamic_axes_1', 'encoder_embeddings_dynamic_axes_2'] ``` You...
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CUDA error: an illegal memory access was encountered while training MatchboxNet (Numba CUDA)
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2021-09-28T11:39:50
2021-09-29T18:18:43
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Hello! I train MatchboxNet model with custom labels and standard config file. If I use batch_size (train, test, validation) = 512 I consume 3Gb of GPU memory (Tesla V100) and everything works fine. If I increase batch_size to 1024 I get ```RuntimeError: CUDA error: an illegal memory access was encountered``` at the...
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Model Conformer-CTC-Char import error from toolkit
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I am used nemo_toolkit==r1.4.0 However, I have load model error model if I loaded it with `import nemo.collections.asr as nemo_asr asr_model = nemo_asr.models.EncDecCTCModelBPE.from_pretrained(model_name="stt_en_conformer_transducer_medium")`.
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Update Offline_ASR.ipynb
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2021-09-28T09:44:27
2022-02-07T19:05:48
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without this change, the following error occurs : max() received an invalid combination of arguments - got (out=NoneType, axis=NoneType, ), but expected one of: * () * (name dim, bool keepdim) didn't match because some of the keywords were incorrect: out, axis * (Tensor other) * (int dim, bool keepdim) ...
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Updated docs
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[BigNLP] Remove megatron-lm dependency.
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Confirmed that we were able to match learning curves on a subset of pile dataset with 125M GPT. Ready for review.
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Error when running example training TTS on new data
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**Bug description** I want to train tacotron2 on new data and at first I just try to run [2_TTS_Tacotron2_Training.ipynb](https://github.com/NVIDIA/NeMo/blob/r1.0.0rc1/tutorials/tts/2_TTS_Tacotron2_Training.ipynb) in colab without any changes! But when I run following code ``` !wget https://github.com/NVIDIA/NeMo/...
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Making GLUEModel exportable
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Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>
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Update Finetuning notebook
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