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8,172
speech_to_text_buffered_infer: How to use timestamps
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[ "Sadly those two do not support time stamp calculation. You can use a CTC model with NeMo Forced Aligners to get accurate timestamps", "It's still not supported, as far as a I can tell.\n\nWhat's the current recommendation to use all (or most) features of https://github.com/NVIDIA/NeMo/blob/main/examples/asr/tran...
2024-01-14T16:01:22
2024-11-26T15:21:27
2024-01-15T07:02:16
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Hello! How can timestamps be used when using **speech_to_text_buffered_infer_ctc.py** or **speech_to_text_buffered_infer_rnnt.py** ? Apparently compute_timestamps is not used in the code Thank you
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Speaker Diarization - Extracting speaker embeddings for labels from files with multiple speakers from Cluster Diarizer models
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2024-01-14T15:43:32
2024-12-12T08:44:56
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Hello, I'm currently engaged in diarization for meetings domains using the **ClusteringDiarizer** model from the pre-trained pipeline, along with the meeting configuration (_diar_infer_meeting.yaml_), which has proven quite effective for my use case, just relying on listening by ear. Thanks for creating such a great...
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Fix FSDP SHARP integration
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2024-01-13T21:50:47
2024-05-29T14:17:24
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CONTRIBUTOR
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The attribute was never implemented. # What does this PR do ? For NeMo NLP, the FSDP sharding strategy cannot be used currently because the `sharp` attribute for the `NLPFSDPStrategy` was not actually implemented in https://github.com/NVIDIA/NeMo/pull/7793, even though it is queried. **Collection**: - NLP ...
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remove more deprecated files
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2024-01-13T20:41:00
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# What does this PR do ? removes deprecated scripts for peft t5 tuning. **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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Error in exporting the speaker verification model to ONNX
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2024-01-13T11:36:05
2024-02-21T02:16:30
2024-02-21T01:44:03
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The following code ```python3 import torch import nemo.collections.asr as nemo_asr speaker_model = nemo_asr.models.EncDecSpeakerLabelModel.from_pretrained(model_name="ecapa_tdnn") with torch.no_grad(): speaker_model.eval() speaker_model.export('model.onnx') ``` fails to export the model using the lates...
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ASR Transcription Refactor
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2024-01-13T02:13:22
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# What does this PR do ? Refactors the Transcribe API to be more configurable and reduce the duplication throughout multiple models Note: The spec is optional to some classes since they are higher level models that operate on entire NeMo Models and as such would require a complete override of all aspects of this ...
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Signed-off-by: Pablo Garay <palenq@gmail.com> # What does this PR do ? Github Actions CICD init
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Revert "adding OnlineSampleMapping"
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[ "jenkins", "Is there a CI test which uses context parallel? @pablo-garay @ericharper \r\ncc @michalivne ", "jenkins", "@xrennvidia yes but w/o CI its hard to debug/iterate on the PR.\r\n", "jenkins" ]
2024-01-12T20:59:14
2024-01-18T02:31:56
2024-01-13T23:41:20
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Reverts NVIDIA/NeMo#8137 Nemo pipeline is broken (finetune tests failing) due to this. Hence revert. More context/details: - two gpt3 fine-tunning tests failed on EOS (finetune.gpt3.126m_tp1_pp1_1node_100steps_squad and finetune.gpt3.400m_improved_tp1_pp1_1node_100steps_squad). Check out the error log, it’s not ...
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Upgrade to DLFW PyTorch 23.12
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# What does this PR do ? Updates the base pytorch container **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 h...
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Add random_seed argument to generate
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# What does this PR do ? Add random_seed argument to generate. By default it does not set anything, so backward compatibility is preserved. **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 ```pyth...
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TUTORIAL BUG ONLY: Missing model.eval() in the SapBERT implementations
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2024-01-12T16:42:29
2024-02-19T01:44:21
2024-02-19T01:44:21
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**Describe the bug** TUTORIAL BUG ONLY: Missing model.eval() in the SapBERT implementations. There is a mistake causing inconsistent results in the NLP tutorials for at least two notebooks: - In stable branch Nemo/tutorials/nlp/Entity_Linking_Medical.ipynb - In v1.0.2 branch Nemo/tutorials/nlp/Entity_Linking_Me...
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Quartznet onnx model can't run on onnxruntime(CUDA backend) benchmark
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2024-01-12T09:24:54
2024-02-19T01:44:23
2024-02-19T01:44:23
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The develop ENV is as follows: cuda 11.8 cudnn 8.2.4 onnxruntime(cuda backend) 1.16.3 When I run my exported Quartznet onnx model on onnxruntime(CUDA backend) benchmark, the following error occurs: [E:onnxruntime:benchmark, cuda_call.cc:...
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Knowledge distillation support for Nemo ASR models
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2024-01-12T04:49:16
2024-03-29T01:44:06
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**Is your feature request related to a problem? Please describe.** I am currently working with Nemo FastConformer Large model, but would like to deploy a smaller model on mobile devices. Instead of training from scratch, I would like to perform KD **Describe the solution you'd like** I would greatly appreciate it ...
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Update CONTRIBUTING.md
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2024-01-12T01:47:07
2024-01-12T01:51:02
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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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MPT to NeMo conversion
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This script converts mpt-7b to mcore (transformer engine). two things need to be aware: 1. layernorm instead of Low precision layernorm is used 2. no bias layernorm is not supported by transformer engine as of now to use ``` python scripts/checkpoint_converters/convert_mpt_7b_hf_to_nemo.py ``` text gener...
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Update dependencies
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2024-01-11T21:30:22
2024-01-12T21:40:18
2024-01-12T21:40:17
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# What does this PR do ? Updates dependencies for NeMo Fixes #8118 **Collection**: [Core, Common] # Changelog - Remove Numpy upperbound - Remove pydantic pin < 2 # Before your PR is "Ready for review" **Pre checks**: - [x] Make sure you read and followed [Contributor guidelines](https://github.com/NV...
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Mixtral to NeMo conversion script.
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2024-01-11T17:54:53
2024-02-12T12:35:04
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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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Update README.rst
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Avoid NFS consistency issues during ckpt dir creation
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# What does this PR do ? On some NFS setups, the root checkpoint directory created on rank 0 was not visible to other ranks even 30 seconds after creation, probably due to NFS caching. This PR solves it by calling `makedirs(..., exist_ok=True)` on all ranks. Related nvbug: #4440262 **Collection**: NLP # Chang...
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Fix a bug caused by a command line option typo for `–local-rank` in megatron_ckpt_to_nemo.py
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2024-01-11T06:08:37
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# What does this PR do ? This PR fixes a command line argument typo in `megatron_ckpt_to_nemo.py`, which causes an error when `torch.distributed.launch --nproc_per_node=n (n>1)` is used. It also adds information about necessary changes in `hparams.yaml` as a comment. **PR Type**: - [ ] New Feature - [x] Bugfix ...
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Improve documentation gpt_training.rst
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**PR Type**: - [ ] New Feature - [ ] Bugfix - [x] Documentation
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add first_val_step to mcore scheduler
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switch to mcore dataset [with FIM support]
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# What does this PR do ? 1. Switches to megatron core dataset. 2. Adds FIM support. 3. Adds starcoder config. **Collection**: NLP # Changelog - Added additional functions in oreder to use mcore ds. - Changed NeMo ds classes to mcore ds classes (megatron_gpt_model.py). - Created gpt_fim_dataset.py with ...
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8,148
Added sample cpu_offloading switch to YAML
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2024-01-10T07:20:49
2024-01-24T17:53:35
2024-01-24T17:53:34
COLLABORATOR
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# What does this PR do ? Add a sample to enable cpu offloading in megatron_gpt_config.yaml
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8,147
Can be any improvement from using learned preprocessors?
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[ "This issue is stale because it has been open for 30 days with no activity. Remove stale label or comment or this will be closed in 7 days.", "This issue was closed because it has been inactive for 7 days since being marked as stale." ]
2024-01-10T05:00:09
2024-02-17T01:43:33
2024-02-17T01:43:33
CONTRIBUTOR
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Duplicated: https://github.com/NVIDIA/NeMo/discussions/8133 I think about preprocessors like in this repo: https://github.com/KinWaiCheuk/nnAudio Maybe some improvements (speed of training or inference, quality) can be reached from using learned preprocessors? (and also they can be learned also then ASR model train...
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8,146
Remove typo
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2024-01-10T00:00:03
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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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8,145
fix: numba.*_num_threads resets torch num_threads #8141
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[ "Could you sign the commits in PR by following the DCOBot? ", "jenkins ", "jenkins", "Hmm core dumped in numba unit-tests. I think ill try running them one more time in case it was a fluke, and then well need to debug more" ]
2024-01-09T23:35:20
2024-01-12T15:22:23
2024-01-11T18:56:58
CONTRIBUTOR
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# What does this PR do ? Temporary fix until https://github.com/numba/numba/issues/9387 gets resolved. **Collection**: [ASR] # Changelog - wrap rnnt numba num_threads check and change to protect torch num_threads from being reset. # Usage * You can potentially add a usage example below ```python # Ad...
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8,144
Fix TP>1 issue for conversion script
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2024-01-09T22:18:43
2024-01-11T21:50:21
2024-01-11T21:50:20
COLLABORATOR
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# What does this PR do ? Fix issue where nemo -> hf conversion script crashes for models trained with TP > 1 **Collection**: NLP # Jenkins CI To run Jenkins, a NeMo User with write access must comment `jenkins` on the PR. # Before your PR is "Ready for review" **Pre checks**: - [ ] Make sure you read an...
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8,143
updating default transcribe behavior to en lowercase for Canary Models
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2024-01-09T20:48:38
2024-01-09T21:16:44
2024-01-09T21:16:44
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# What does this PR do ? Updated default transcribe behavior to be ASR-English-lowercase for canary models. Model will default to this if provided with a list of audio paths (paths2audio_files) with out specifying additional task details. **Collection**: ASR # Before your PR is "Ready for review" **Pre c...
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8,142
Fix layer_norm_1p Apex call to match Apex API
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[ "This is a duplicate: https://github.com/NVIDIA/NeMo/pull/8129" ]
2024-01-09T19:54:10
2024-01-10T14:40:08
2024-01-10T14:39:57
COLLABORATOR
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# What does this PR do ? Apex _fast_layer_norm expects required memory_efficient parameter to be passed when it is called: https://github.com/NVIDIA/apex/blob/master/apex/contrib/layer_norm/layer_norm.py#L37 Add a one line overview of what this PR aims to accomplish. **Collection**: [Note which collection thi...
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[ASR] hybrid models ignore OMP_NUM_THREADS/torch.set_num_threads() setting
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[ "Very odd. \r\n\r\nHybrid code doesn't explicitly set num threads anywhere. Transcribe() is also never called during training. \r\n\r\nWhat about num workers on data loader, that's the only place I can think of that spawns workers threads. ", "There are quite a few locations, where `num_threads()` is updated (not...
2024-01-09T11:50:16
2024-03-29T01:44:07
2024-03-29T01:44:06
CONTRIBUTOR
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Tested on a SLURM 23.11 cluster with Pyxis/Enroot 0.16.1/3.4.1 running NGC containers `nemo:23.03`, `nemo:23.08`, `ea-bignlp/ga-participants/nemofw-training:23.11`, and a custom container built from main branch. When running single-node multi-gpu training in exclusive mode or without CPU binding, but with `OMP_NUM_...
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Add knobs for swiglu and rope fusion
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[ "jenkins", "Actually, should we default `apply_rope_fusion` to True or False?\r\nBefore this PR it would be been \"False\". Are there risks to changing the default behavior to \"True\" now?", "> Actually, should we default `apply_rope_fusion` to True or False? Before this PR it would be been \"False\". Are ther...
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2024-01-17T05:57:01
2024-01-17T05:57:01
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# What does this PR do ? Add knob for rope fusion Add knob for swiglu fusion Change knob for bias_gelu fusion The PR is related to the PR of MLM: https://gitlab-master.nvidia.com/ADLR/megatron-lm/-/merge_requests/984 **Collection**: [NLP] # Changelog - Add specific line by line info of high level change...
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G2P CTC - allow setting vocab_file from config
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[ "jenkins", "@titu1994 what should i do to move this forward ? thank you.", "G2P would be @rlangman \r\nPlus, we cannot write to file inside of training step or val step. File writing must be done offline somewhere else cause ddp will introduce too many cases to it. ", "file writing already happened here, i di...
2024-01-09T06:33:48
2024-04-13T01:39:20
2024-04-13T01:39:19
CONTRIBUTOR
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# What does this PR do ? ctc G2P model always generates the vocab_file which is only suitable for english. This allows you to set custom vocab_file thru config. **Collection**: TTS/G2p # Changelog - allow passing custom vocab file to grapheme_tokenizer
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# What does this PR do ? Removes deprecated scripts. **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...
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adding OnlineSampleMapping
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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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Token count and sequence length logging for MegatronGPTSFTModel
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# What does this PR do ? Adds an option to enable progress bar logging for sequence length (including padding tokens) and real token count for each train step with MegatronGPTSFTModel to enable accurate calculation of tokens/sec and related metrics. **Collection**: nlp/language_modeling # Changelog - Alters ...
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2024-01-08T17:26:04
2024-02-04T01:44:49
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# What does this PR do ? Bug fix for overwritten audio for num_segments>1 **Collection**: ASR # Usage * Can be used with num_segments>1 ```python lang_id_model.get_label(path2audio_file, segment_duration=20.0, num_segments = 3, random_seed: int = None) ``` **PR Type**: - [ ] New Feature - [ V] Bugfi...
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langid bug fix
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# What does this PR do ? Bug fix for overwritten audio for num_segments>1 **Collection**: ASR # Usage * Can be used with num_segments>1 ```python lang_id_model.get_label(path2audio_file, segment_duration=20.0, num_segments = 3, random_seed: int = None) ``` **PR Type**: - [ ] New Feature - [ V] Bugfi...
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Improve PEFT UX
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# What does this PR do ? Two improvements of PEFT UX 1. Correct layer_selection logging messages in the case of more than one adapters. 2. Make output (label, ground truth) field optional for test data, for use cases where user only wants to generate text with gpt_peft_eval and not calculate any metrics. - No...
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add war fix for sync issues
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# What does this PR do ? this is a war around a deeper issue where checkpointing is not guarded by pytorch distributed calls. So sometimes it removes checkpoints that don't exist and rmtree errors
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Use latest apex internal API
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# What does this PR do ? Apex _fast_layer_norm added mandatory argument `memory_efficient`. This PR fixes call to this function to accommodate to the change. # Jenkins CI To run Jenkins, a NeMo User with write access must comment `jenkins` on the PR. # Before your PR is "Ready for review" **Pre checks**: - ...
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Final multimodal PR with our recent developments on MM side
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# What does this PR do ? multimodal PR with our recent developments on MM side after we start the open sourcing process. Mainly update in Neva/Llava and stable diffusion **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by line info of high level changes in this PR. ...
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# What does this PR do ? Reorder content **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? - [ ] Did you add or up...
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Fix Adapter for MCore models
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# What does this PR do ? Adapter for MCore models was broken due to upstream changes in Megatron-LM. This PR updates the adapter code paths in NeMo to accommodate the upstream changes. Tested on Llama2-7b on Squad dataset and accuracy matches before **Collection**: NLP # Jenkins CI To run Jenkins, a NeMo U...
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README edit to change Apple Silicon install instructions (to fix a break introduced by pytorch 2)
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[ "git clone and cd'ing into NeMo became obsolete when installing from pypi. Imo those commands can be removed?\r\n```shell\r\ngit clone https://github.com/NVIDIA/NeMo\r\ncd NeMo\r\n```\r\nIn my case, I only get v1.21 installed from pypi. With `pip install 'nemo-toolkit[asr]==1.22.0'` I again run into an triton depen...
2024-01-04T10:12:43
2024-02-10T15:48:16
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# What does this PR do ? This PR aims to correct a small error in the Apple Silcon installation instructions in README, where a triton dependency is problematic due to pytorch 2. The use of `/reinstall.sh` doesn't work, so using `pip install` instead. Also added a note about MacBook, to clarify that only asr toolkit...
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Draft:add fp8 weight caching to mcore_gpt
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[ "@erhoo82 can you please review?", "Can you add the case handling the validation step as well? At validation, we need to cache the fp8 w/t at the first micro-batch in the first global batch, and no need to cache in the following global batches. I think you can use `model.training` to tell if the current micro-bat...
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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 gated_linear_unit config
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Add missing audio_filepath validation for Canary
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2024-01-03T16:21:54
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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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Remove Pydantic Version Constraint Due to Inflect Update
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[ "I'll unpin it tomorrow, seems it should be fine. " ]
2024-01-03T15:01:47
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Currently, pydantic is pinned to version 1, which leads to conflicts with common frameworks such as fastapi. https://github.com/NVIDIA/NeMo/blob/d3c589646b453f0395f19c2eef1ed958d048c6c7/requirements/requirements_common.txt#L4 It seems that inflect now supports pydantic 2, see https://github.com/jaraco/inflect/iss...
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# What does this PR do ? Added marathi ITN support to the documentation in wfst_text_normalization.rst. This corresponds to the pr https://github.com/NVIDIA/NeMo-text-processing/pull/134 in nemo_text_processing which adds ITN support for Marathi language. # Changelog - Added marathi ITN support to the given fil...
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Installation error on M1 Macbook - No matching distribution found for triton
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[ "Triton dependency comes from pytorch 2.0 - you can try to install pytorch CPU first and then install NeMo instead of installing everything at the same time ", "Thank you! I used conda to install, like this:\r\n\r\n![image](https://github.com/NVIDIA/NeMo/assets/16166531/fbe278fb-a853-46a7-94cb-0acf637784f1)\r\n\r...
2024-01-03T10:53:24
2024-01-04T09:48:30
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I am installing NeMo on M1 Macbook, following the installation guide for M1: https://github.com/NVIDIA/NeMo?tab=readme-ov-file#mac-computers-with-apple-silicon All works fine in Conda environment, up to running ./reinstall.sh. After a few successful packages installed I get this error: ``` INFO: pip is looking ...
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Finetuning ASR models and change the vocabulary error!!!
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[ "That's more of a warning than an error. The actual crash is because of the OSErrorv- network is unreachable. HF wpe requires connecting to the HF servers even for local models, you need to use the environment flag TRANSFORMERS_OFFLINE=1 (or set that in os.environ before importing HF). \r\n\r\nOtherwise you can cre...
2024-01-03T05:59:24
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My code: .... model = nemo_asr.models.ASRModel.from_pretrained("stt_en_citrinet_512") model.change_vocabulary( new_tokenizer_dir="./tokenizers/an4/tokenizer_spe_unigram_v32/", new_tokenizer_type="wpe" ) **error: You tried to register an artifact under config key=tokenizer.vocab_path but an artifact fo...
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Add NeMo Parakeet post
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2024-01-03T02:29:48
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# What does this PR do ? Adds the content for Parakeet post. **Collection**: [ASR] # Changelog - Add parakeet post - Update template to refer to 2024 # Before your PR is "Ready for review" **Pre checks**: - [x] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/NeMo/blob...
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Fix lora merge script
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2024-01-02T22:45:41
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# What does this PR do ? - Fix typo in "mcore" argument location - Remove dependency on MegatronGPTLoRAModel, which has been deprecated since #7308 **Collection**: NLP # Jenkins CI To run Jenkins, a NeMo User with write access must comment `jenkins` on the PR. # Before your PR is "Ready for review" **P...
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Fix AST eval
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Fix bleu calculation for ASR evaluator
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Multi codec support (nemo audio codec), CTC loss and context patterns
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transcribe fn for Canary models
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Implementation of Disfluencies in TextToSpeech
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[ "Any update on this?", "Hi @rodrigoGA, thanks for your interest in NeMo TTS toolkit. If sticking to our current phoneme-based TTS models, such as FastPitch, you have to add new IPA dictionary entries for those filler words, and better to have paired filler speech as well. \r\n\r\nSo far as I know, we haven't add...
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I am working on a project that involves creating dialogues that sound spontaneous and natural. A key feature I would like to implement is the use of disfluencies (such as “Mm-hmm”) during moments when calculations are being made or there are pauses in the dialogue. So far, I have experimented with using phonemes to ...
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[ "jenkins", "jenkins\r\n", "jenkins", "@ericharper\r\nPlease review this PR.", "Just waiting on internal CI tests. They look good so far. We'll most likely merge first thing tomorrow.", "jenkins", "jenkins\r\n", "jenkins", "jenkins", "jenkins", "jenkins" ]
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ImportError: cannot import name 'compute_metrics_per_sample' from 'nemo.collections.asr.parts.utils.transcribe_utils' (/DATA/anaconda3/envs/nemo/lib/python3.10/site-packages/nemo/collections/asr/parts/utils/transcribe_utils.py)
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[ "You need a more recent NeMo version, 1.21 of 1.22. ", "Or you can switch branch to 1.19 and then use the script from that branch ", "> You need a more recent NeMo version, 1.21 of 1.22.\r\n\r\nWhat is the command line for checking nemo version?", "```\r\nimport nemo\r\nprint(nemo.__version__)\r\n```", "> Y...
2023-12-30T22:15:47
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I am using [this](https://github.com/NVIDIA/NeMo/blob/main/examples/asr/speech_to_text_eval.py) script to decode a conformer-CTC finetuned using the following bash script:- ``` CUDA_VISIBLE_DEVICES=0 python /DATA/Sougata/BTech/NeMo/examples/asr/speech_to_text_eval.py \ model_path=${model_path} \ dataset_man...
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Add a progress bar when loading model from pretrained
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I'm attempting to download a pre-trained model from the NGC source. Unfortunately, my network connection is not performing optimally. The absence of a download progress bar makes it difficult for me to estimate the remaining time for completion, resulting in frustration and uncertainty during the download. I suggest...
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# What does this PR do ? Supports saving audio into compressed formats when creating a tarred dataset. **Collection**: Any speech collection # Changelog - Add option `--force_codec [name]` to `scripts/speech_recognition/convert_to_tarred_audio_dataset.py` - Acceptable values: `wav`, `flac`, `opus`, possibl...
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Fix for #8100: Audio with filename containing spaces generate invalid rttm files
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2023-12-29T20:40:22
2024-02-13T01:43:58
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# What does this PR do ? Resolves issue #8100. Ensure that the unique_name saved and expected to be found in rttm is uri-compliant and does not contain spaces even if the original audio file contained spaces. **Collection**: [Note which collection this PR will affect] # Changelog - RTTM filenames are now uri ...
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Audio with filename containing spaces generate invalid rttm files
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2023-12-29T20:30:52
2024-02-05T01:44:56
2024-02-05T01:44:55
NONE
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**Describe the bug** NeMo uses the file name without extension as the unique id for rttm file generation. RTTM parsing code typically expect a name that is uri-compliant, without spaces. The typical code used in several places is: ``` os.path.splitext(os.path.basename(sample.audio_file))[0] ``` When the...
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Reconfigure limit_val_batches only for int
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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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Read files BytesIO format
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[ "We currently do not support any input other than file path. However, subclassing and overriding the transcribe function should be fine, usually does not cause wer degradation. ", "> We currently do not support any input other than file path. However, subclassing and overriding the transcribe function should be f...
2023-12-29T14:07:00
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**Is your feature request related to a problem? Please describe.** I have audio files in BytesIO, how can I feed them into transcribe if this function expects file_path? **Describe the solution you'd like** The transcribe method expects not only file_path but also BytesIO **Describe alternatives you've cons...
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[ASR] Add Paraformer model
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[ "I've read this paper before, so some of my comments are below. \r\n\r\n1) MWER is a pain to train with and implement, plus there's no public efficient implementation as far as I can see. I'd rather stick to rnnt loss or even CTC. 2\r\n\r\n2) Continuous Integrate and Fire is a novel concept but has not gained much ...
2023-12-29T10:46:22
2024-02-10T01:43:03
2024-02-10T01:43:02
CONTRIBUTOR
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**Is your feature request related to a problem? Please describe.** What needs to be done for adding `Paraformer` model to `NeMo`? Or maybe its already in work/plans? **Describe the solution you'd like** 1. Add `CIF` implementation as module (good if it can be modular and usable for all/most ASR models) 2. `MA...
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Canary: option to limit the number of open streams
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2023-12-28T21:25:16
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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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Change the megatron config lr scheduler default and fix to change partitions script
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2023-12-28T14:28:47
2023-12-29T17:38:18
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Two fixes: * Change the default: `optim.sched.constant_steps=0` * Resolving the issue where the change partition script throws an error when `sequence_parallel=true` in config when converting the model to TP=1.
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Privately reporting a Vulnerability to NVIDIA/NeMo
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[ "This issue is stale because it has been open for 30 days with no activity. Remove stale label or comment or this will be closed in 7 days.", "The report has been submitted in private : https://github.com/NVIDIA/NeMo/security/advisories/GHSA-x392-p65g-4rxx", "This issue is stale because it has been open for 30 ...
2023-12-28T07:21:00
2024-03-28T06:08:39
2024-03-28T06:08:39
NONE
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Hey , I have identified a vulnerability in the latest codebase NVIDIA/NeMo. Could you please enable the GitHub feature for [private vulnerability reporting](https://docs.github.com/en/code-security/security-advisories/working-with-repository-security-advisories/configuring-private-vulnerability-reporting-for-a-re...
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Llama SFT - Single Dataset File Not Working Even With ${CONCAT_SAMPLING_PROBS}="[1]"
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[ "Tried the latest docker image: `nemofw-training:23.11`. Still failed, but the error message is kind of different. \r\n\r\n```\r\n[NeMo W 2024-01-04 04:44:03 megatron_base_model:821] The model: MegatronGPTSFTModel() does not have field.name: context_parallel_size in its cfg. Add this key to cfg or config_mapping to...
2023-12-28T01:34:08
2024-02-13T01:44:00
2024-02-13T01:43:59
NONE
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**Describe the bug** I am following [the official instructions](https://docs.nvidia.com/nemo-framework/user-guide/latest/playbooks/llama2sft.html) to fine-tune Llama-7b-hf model on a 8xH100 machine. It gave me the following error even I set the ${CONCAT_SAMPLING_PROBS}="[1]". ``` File "/usr/local/lib/python3.1...
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Transformer decoder with conditioning for canary
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2023-12-27T19:07:59
2023-12-27T19:42:34
2023-12-27T19:42:34
COLLABORATOR
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# What does this PR do ? Transformer decoder with conditioning for canary **Collection**: ASR # Changelog - Add specific line by line info of high level changes in this PR. # Usage * You can potentially add a usage example below ```python # Add a code snippet demonstrating how to use this ``` # ...
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EncDecTransfModelBPE model has bugs in transcribe() method
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2023-12-27T17:28:12
2024-02-04T01:44:53
2024-02-04T01:44:52
COLLABORATOR
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**Describe the bug** 1. `setting return_hypotheses=True` in EncDecTransfModelBPE.transcribe() will crash because of undefined local variables ([here](https://github.com/NVIDIA/NeMo/blob/main/nemo/collections/asr/models/transformer_bpe_models.py#L261)) 2. EncDecTransfModelBPE.transcribe() has different APIs from ot...
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official training logs with loss/wer
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[ "Probably won't be possible to share wandb", "thanks @titu1994 , wandb would be a best case scenario, but even a tensorboard screenshot will be amazingly valuable ", "This issue is stale because it has been open for 30 days with no activity. Remove stale label or comment or this will be closed in 7 days.", "T...
2023-12-27T17:09:32
2024-02-13T01:44:02
2024-02-13T01:44:00
CONTRIBUTOR
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**Is your feature request related to a problem? - Describe the solution you'd like** Firstly, I want to express my gratitude for the comprehensive documentation provided, which I find immensely valuable. When initiating training for a new model, distinguishing between a potential bug and normal behavior during th...
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2023-12-27T16:53:03
2024-02-01T01:16:17
2024-01-31T20:04:15
COLLABORATOR
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# What does this PR do ? Add BERT HF checkpoint converter and HF Bert Support in NeMo **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 co...
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Add text metrics to asr eval
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2023-12-27T14:51:49
2023-12-29T15:34:45
2023-12-29T15:34:44
COLLABORATOR
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# What does this PR do ? Add some text metrics to ASR evaluator to support AST models
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GPU memory overhead when calling trainer.fit the second time
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2023-12-26T23:35:13
2024-02-03T01:43:03
2024-02-03T01:43:02
CONTRIBUTOR
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**Describe the bug** Reopen the issue https://github.com/NVIDIA/NeMo/issues/7833 **Steps/Code to reproduce bug** when calling `trainer.fit` the second time to train a NeMo model like: ``` trainer.fit(model) trainer.fit_loop.epoch_loop.max_steps += 10 trainer.fit(model) ``` The second time would use more...
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wav2vec training - regression ?
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2023-12-26T22:00:40
2024-03-31T01:45:32
2024-03-31T01:45:32
CONTRIBUTOR
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**Describe the bug** Hi, I am trying to train wav2vec as in this ticket: https://github.com/NVIDIA/NeMo/issues/4362 but I get an error, this is the script that I use: ``` python speech_to_text_ctc.py \ --config-path='../conf/wav2vec_ctc' \ --config-name=wav2vecCTC \ model.train_ds.manifest_filepath=/mnt/N...
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fix device setting to allow using accelerator cpu
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[ "jenkins", "Thanks @titu1994 , see also here:\r\nhttps://github.com/NVIDIA/NeMo/issues/8085", "jenkins ", "@titu1994 i know you pushed but just for record I'm not seeing any issues so review is approved", "Oh thanks for the update, I think I misremembered as this having your approval on slack somehow, turns...
2023-12-26T21:27:33
2024-01-03T01:20:54
2023-12-31T21:38:34
CONTRIBUTOR
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# What does this PR do ? It is currently impossible to run wav2vec with `trainer.accelerator=cpu` if the machine has a gpu. The padding_mask is already on the device set in `trainer.accelerator` but if the machine has a GPU the DEVICE variable will contain cuda and this error message will be received: ``` File...
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How to improve ASR speed, Tested on Nvidia T4, L4, A100 give me same speed
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[ "Can you check if your are loading the model every time ? ", "This issue is stale because it has been open for 30 days with no activity. Remove stale label or comment or this will be closed in 7 days.", "This issue was closed because it has been inactive for 7 days since being marked as stale." ]
2023-12-26T03:36:32
2024-02-10T01:43:05
2024-02-10T01:43:04
NONE
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Hello, I want to know how to speed up NEMO. Originally, I ran test with **[stt_zh_citrinet_1024_gamma_0_25](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/nemo/models/stt_zh_citrinet_1024_gamma_0_25)** model with 30 seconds audio clip on Nvidia T4, It give me around 1 - 2 seconds. It too slow for our requirem...
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Online Diarizer
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[ "Hi.\r\n\r\nPlease understand that speaker diarization is a type of pattern recognition system, \r\nso it does not have 100% accuracy on any dataset and should not be regarded as a bug. \r\nThere is a chance of errors in terms of speaker labels or speaker counts.\r\n\r\nHowever, you can try changing [self.min_frame...
2023-12-24T15:51:13
2024-02-09T01:43:45
2024-02-09T01:43:44
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**Describe the bug** The online diarizer is not working a excpected. when trying it on a file with two speakers it only outputs one as active. **Steps/Code to reproduce bug** creating a class instance of : https://github.com/NVIDIA/NeMo/blob/274a21b492f337702f83f7b82abca338d6c9c09e/nemo/collections/asr/models/onli...
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2023-12-22T15:24:59
2023-12-22T18:39:43
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# What does this PR do ? Fix Broken Links **Collection**: Docs # Changelog - update rst files # Before your PR is "Ready for review" **Pre checks**: - [ ] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) - [ ] Did you write any new neces...
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# What does this PR do ? Fix Broken Links **Collection**: Docs # Changelog - update rst files # Before your PR is "Ready for review" **Pre checks**: - [ ] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) - [ ] Did you write any new neces...
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# What does this PR do ? Looks like pip installs run with -e option, don;t load well without restarting. **Collection**: [TUTORIALS] # Changelog - Run without pip editable # Before your PR is "Ready for review" **Pre checks**: - [ ] Make sure you read and followed [Contributor guidelines](https://githu...
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# What does this PR do ? Looks like pip installs run with -e option, don;t load well without restarting. **Collection**: [TUTORIALS] # Changelog - Run without pip editable # Before your PR is "Ready for review" **Pre checks**: - [ ] Make sure you read and followed [Contributor guidelines](https://githu...
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Issues with Tokenizer in TTS Es Multispeaker FastPitch HiFiGAN Model - Problems with Date Tokenization
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[ "A few days ago, a new Spanish tokenizer was uploaded to NGC that works properly, so I would consider this issue closed.\r\n\r\nhttps://catalog.ngc.nvidia.com/orgs/nvidia/teams/riva/models/normalization_es_es/files" ]
2023-12-21T23:17:52
2024-01-02T12:45:04
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Hello, I am currently working on integrating a Latin American Spanish text-to-speech (TTS) model into NVIDIA Riva, specifically using the [tts_es_multispeaker_fastpitchhifigan](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/nemo/models/tts_es_multispeaker_fastpitchhifigan) model from NVIDIA NGC. After converting t...
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RuntimeError: cusolver error: CUSOLVER_STATUS_NOT_INITIALIZED, when calling `cusolverDnCreate(handle)
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2023-12-21T07:36:54
2024-01-29T01:44:18
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I am facing `RuntimeError: cusolver error: CUSOLVER_STATUS_NOT_INITIALIZED, when calling cusolverDnCreate(handle) ` I am getting this issue while running the msdd_model.diarize() function, I have checked my GPU and it has enough space to run the file. I saw the same issue in https://github.com/PanQiWei/AutoGPT...
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# What does this PR do ? Update requirements **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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Update HF Transformers version
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# What does this PR do ? Updates HF version **Collection**: [Common] # 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? - [ ] Did you add...
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fix for missing mcore arg
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2023-12-20T22:51:13
2024-01-02T22:52:26
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# What does this PR do ? Mcore refactor introduced an error when trying to merge. ``` Loading distributed checkpoint with TensorStoreLoadShardedStrategy [NeMo I 2023-12-13 12:13:12 nlp_overrides:752] Model MegatronGPTModel was successfully restored from /workspace/models/nemo_version/llama2-7b.nemo. Error execut...
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[ "@titu1994 Draft PR to show BLEU calls. Everywhere that the model calls BLEU is where we normally call WER, so can be aliased. The `multi_validation_epoch_end` just needs to be pushed up to `asr_model` (it's an ugly check but is same logic as how it calls WER and can be model agnostic that way.) \r\n\r\nIf we do W...
2023-12-20T22:21:39
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# What does this PR do ? - Adds BLEU metric for ASR collections. **Collection**: [Note which collection this PR will affect] ASR # Changelog - Adds BLEU metric for ASR collections - Adds TransformerDecoding module to make transformer_bpe similar to other ASR modules - Implements BLEU module in transformer_...
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Handle in HF AutoTokenizer with pad_token=None
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[ "This PR is stale because it has been open for 14 days with no activity. Remove stale label or comment or update or this will be closed in 7 days.", "This PR was closed because it has been inactive for 7 days since being marked as stale.", "Is it possible to reopen the pr?", "jenkins", "@yaoyu-33 Could you ...
2023-12-20T22:21:30
2024-02-27T17:50:53
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# What does this PR do ? In the NML data preprocessing script `scripts/nlp_language_modeling/preprocess_data_for_megatron.py` the builder the pad_id thru: `pad_id=tokenizer.pad_id if hasattr(tokenizer, "pad_id") else 0` While HF wrapper AutoTokenizer class has `pad_id` as a property, but doesn't actually have ...
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[Fix] Increase length check tolerance to prevent test failing
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# What does this PR do ? This PR relaxes constrain on the length to prevent intermittent test failures. **Collection**: ASR tests # Changelog - Increased threshold for 1 to 2 # Original test failure * You can potentially add a usage example below ```python =========================== short test summa...
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Various fixes for typos and urls
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# What does this PR do ? **Collection**: [ASR, NLP, TTS] # Changelog - See PR https://git # 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 te...
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2023-12-20T20:06:33
2023-12-20T20:21:31
2023-12-20T20:21:27
CONTRIBUTOR
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# What does this PR do ? **Collection**: [ASR, NLP, TTS] # Changelog Fixes bugs and typos in - https://nvbugspro.nvidia.com/bug/4413845 - https://nvbugspro.nvidia.com/bug/4411322 - https://nvbugspro.nvidia.com/bug/4410625 - https://nvbugspro.nvidia.com/bug/4407526 - https://nvbugspro.nvidia.com/bug/4405781...
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