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Tokenizer suggestion for fine tuning cache aware streaming model
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[ "If you want to finetune using the original tokenizer, yes you'll need to normalize all numbers to spoken words. \r\n\r\nChanging tokenizer means you'll need a large amount of data to retrain the model, that is not suggested unless you have several thousand hours of speech to reach best results ", "> If you want ...
2024-05-07T05:06:08
2024-06-25T01:48:40
2024-06-25T01:48:39
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Hi I want to fine tune "stt_en_fastconformer_hybrid_large_streaming_multi" on custom data. In my dataset I have things like "Vitamin B12", "Code: c12r5", "hb1ac" etc For these alphanumeric words: 1. Should I convert the above to "vitamin b twelve", "code c one two r five", "h b one a c" ..... for using the default...
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[Nemo CICD] Comment out flaky test: running too long
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[Nemo CICD] Comment out flaky test: running too long
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# What does this PR do ? Fix redirects from blogs (fix of https://github.com/NVIDIA/NeMo/pull/9120) **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 ```pyth...
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Add MoE dispatcher type and token drop args in NeMo
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[ "Hi @ericharper can I get a review on this PR? Thanks!" ]
2024-05-06T21:47:20
2024-10-02T22:11:33
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CONTRIBUTOR
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# What does this PR do ? Add MoE dispatcher type and token drop 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 moe_...
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Add redirects to research.nvidia.com/labs/conv-ai/
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# What does this PR do ? Use `mkdocs-redirects` plugin to redirect the gh pages website to https://research.nvidia.com/labs/conv-ai/. **Collection**: [Note which collection this PR will affect] # Changelog - adds `mkdocs-redirects` to reqs - add list of redirects (following usage guidance here https://github...
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[Nemo CICD] Revert: run GHA cicd on comment
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[Nemo CICD] Revert: run GHA cicd on comment
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Update gpt dataset config parameter for mock
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# What does this PR do ? Update parameter for gpt dataset config **Collection**: [nlp] # Changelog - mock parameter is auto set by mcore # Usage * You can potentially add a usage example below ```python # Add a code snippet demonstrating how to use this ``` # GitHub Actions CI The Jenkins CI ...
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chore: hello, world!
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9,116
video neva null image+video folder path fix
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[ "CICD passed, only optional test did not pass. Can go ahead & merge" ]
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# What does this PR do ? Fixing error when image or video loader attempts to load image/video folder that is set to null. **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 e...
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Issue with pip installing on windows due to youtokentome dependency
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[ "[all] was never guaranteed to work on Windows. \r\n[asr] can and should work on windows just fine. \r\nYttm has long been removed from NeMo #8322 " ]
2024-05-06T01:26:22
2024-05-06T01:34:47
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**Describe the bug** Youtokentome was archived in April 2024. It has several issues when installing on windows related to cython and visual studio C++ MSVC. **Steps/Code to reproduce bug** Try workaround described on issues of youtokentome: ```pip install git+https://github.com/gburlet/YouTokenToMe.git@dependen...
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Fixed chokepoint in diarization for longer audios
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[ "I will modify the code so that all the test cases pass soon. ", "Thank you for suggesting this idea.\r\nCurrently I don't have bandwidth to test this so let me check on this as soon as I have bandwidth to take care of this. \r\nThis needs to be tested with long-form and short-form audio clustering. ", "This P...
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# What does this PR do ? Even after addition of long form clustering feature, the code was failing because get_argmin_mat acted as a chokepoint and consumed too much memory for a mathematical operation that was not that complex. The tiling function ended up creating n^2 size matrices. The current function gives a dr...
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[Nemo CICD] RADTTS test optional
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[Nemo CICD] RADTTS test optional
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[Nemo CICD] Try trigger cicd run on comment
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[Nemo CICD] Try trigger cicd run on comment
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Add assert for max_steps to be positive in MegatronGPTSFTModel
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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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Lhotse dataloading: RIR augmentation and nemo/tarred input support for RIR and noise aug
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# What does this PR do ? Extensions in Lhotse dataloading augmentations: * RIR augmentation support (currently requires lhotse RecordingSet input, see e.g. https://github.com/lhotse-speech/lhotse/blob/master/lhotse/recipes/rir_noise.py ) * Broader input type support for noise augmentation. * When a path is pro...
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Added 2 papers
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Alit/griffin perf
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Efficient streaming decoding for RNN-T and TDT (support partial hypotheses)
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Adding deprecation warning to native NeMo RETRO
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# What does this PR do ? Adding deprecation warning to native NeMo RETRO # Changelog Adding deprecation warnings to: - examples/nlp/language_modeling/megatron_retro_eval_legacy.py - examples/nlp/language_modeling/megatron_retro_pretraining_legacy.py - nemo/collections/nlp/models/language_modeling/megatron...
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nemo2riva export doesn't work with FastPitch
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[ "I've tried trained models from previous version of NeMo and newly trained within version 1.23.0 and etc.", "As I understand, problem is in: [nemo2riva/nemo2riva/patches/tts/fastpitch.py at r2.15.0 · nvidia-riva/nemo2riva](https://github.com/nvidia-riva/nemo2riva/blob/r2.15.0/nemo2riva/patches/tts/fastpitch.py). ...
2024-05-03T11:37:55
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**Description** When I try to export a model to Riva (using **nemo2riva==2.14.0**), the **FastPitch** model export doesn't work (meanwhile, the **HiFiGAN** export works wonderfully). I've tried various combinations of **onnx** and **onnxruntime**, combinations of **NeMo** and **nemo2riva** versions, but in the end...
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Flashlight decoder for ASR
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[ "Yes it's supported, please find installation instructions here - https://docs.nvidia.com/nemo-framework/user-guide/latest/nemotoolkit/asr/asr_language_modeling.html#n-gram-language-modeling\r\n\r\nThat bash script has to be run by users as is, rather than python to install flashlight ", "I followed this guide bu...
2024-05-03T11:06:56
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[At this page](https://docs.nvidia.com/nemo-framework/user-guide/latest/nemotoolkit/asr/asr_language_modeling.html#flashlight-flashlight) you describe how to use flashlight decoder by launching your python script. But I can't find any parameters it should have. In further NeMo versions you have [installation guide](htt...
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scripts to convert HF lora to nemo
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[ "Tests passed: https://github.com/NVIDIA/NeMo/actions/runs/8977317099\r\nLet me know if you want to merge" ]
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Add llama3 and distributed checkpoint support in NeVA
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Fix #8891 by supported GPU-side batched CTC Greedy Decoding
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[ "To verify that latency does indeed fall, I ran the above prefixed by `nsys profile --env-var=NSYS_NVTX_PROFILER_REGISTER_ONLY=0 -t nvtx -c nvtx -p GALVEZ_START` with batch_inference=false and batch_inference=true. I added an nvtx range just for the decoder.\r\n\r\n\r\n\r\nbatch_inference=true case:\r\n```\r\nTime\...
2024-05-02T22:45:22
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# What does this PR do ? I add a new flag "batched_inference" to the CTC greedy decoder. **Collection**: ASR # Changelog - Support batched inference of greedy CTC decoding. - Add support for batched inference for label inputs as well. # Usage Here is an example turning this on for transcribe_speech.py ...
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Add Apex import Guard for MM collection
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[ "> Please capture the error and include in the ImportError so users will know exactly what's not being imported properly.\r\n\r\nImportError is raised at the model level not layer level. Most of the cases here are using Apex's `groupnorm`, I added the ImportError when instantiate the model, not for each layer we in...
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Include param ids in mutex timeout warning
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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 radtts.py
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# Attempts to fix the RadTTS CI issue 1. Removes a .cuda() in radtts.py 2. Adds a timeout on the test 3. Makes python unbuffered during CI
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# What does this PR do ? Profile CUDA memory breakdown. The reference is available in the below link. https://pytorch.org/blog/understanding-gpu-memory-1/ The memory profile will generate a `pickle file` and a user can load the file in the below page. https://pytorch.org/memory_viz # Changelog - Added the ...
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Video Neva Pretraining + Inference Implementation
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# What does this PR do ? This PR enables users to train NeVa models on video data by slicing videos into specific number of frames. Co-authored-by: Pratyush Muthukumar pmuthukumar@nvidia.com, Vivian Chen xuanzic@nvidia.com, Slyne Deng slyned@nvidia.com. **Collection**: [Note which collection this PR will affe...
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# What does this PR do ? Adds requirements.txt for the inference **Collection**: [None] # Changelog - Adds requirements.txt for the inference
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[Nemo CICD] update pytorch 24.04
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2024-05-02T15:53:48
2024-06-12T10:50:57
2024-06-12T10:50:56
CONTRIBUTOR
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# What does this PR do ? Modified version of https://github.com/NVIDIA/NeMo/pull/9084, to debug a hang at https://github.com/NVIDIA/NeMo/blob/f658b6f0445403c338c7371941b1fe644832df48/nemo/core/optim/distributed_adam.py#L131 **Collection**: NLP # Changelog - Add specific line by line info of high level change...
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DataLoaderPrefetcher for quicker starts of training loops
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[ "It causes a segmentation fault in GPU tests (but works fine in casual settings -- probably too many daemonic threads spawned in tests when enabled by default, or otherwise some global state conflict). Maybe I'll revisit this later but don't want to invest more time into it right now: closing." ]
2024-05-02T15:51:46
2024-05-14T15:49:06
2024-05-03T13:57:58
COLLABORATOR
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# What does this PR do ? Removes/reduces the waiting on step 0 of a training loop for dataloading worker initialization. The waiting duration is specific to a given training setup and can range from a few seconds to a minute or two. An obvious factor is faster/slower disk/network, but also some settings e.g. using l...
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[ "Merging since only test failure is 1 known problematic test." ]
2024-05-02T15:33:59
2024-05-03T16:11:00
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# What does this PR do ? Support Llama3 Hf <-> NeMo conversion **Collection**: NLP/Llama # Usage ```python python scripts/checkpoint_converters/convert_llama_hf_to_nemo.py --input_name_or_path PATH_TO_HF_FOLDER --output_path converted_llama3_nemo.nemo python scripts/checkpoint_converters/convert_lla...
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[ "Pipeline passed: https://github.com/NVIDIA/NeMo/actions/runs/9018587937" ]
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# What does this PR do ? - Remove deprecated files from #8201 - Remove temporary changes due to #8590 **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 ```p...
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Add option for mutex timeout in distributed optimizer backward hook
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[ "@ShriyaPalsamudram Tested on Eos single-node, the updated code spits out a RuntimeError when the lock is not obtained within the given timeout period.", "How were you able to create a timeout situation in one node? Did you set the timer to very very small value?" ]
2024-05-02T00:43:56
2024-05-02T15:53:26
2024-05-02T15:53:26
CONTRIBUTOR
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# What does this PR do ? Modified version of https://github.com/NVIDIA/NeMo/pull/9084, to debug a hang at https://github.com/NVIDIA/NeMo/blob/f658b6f0445403c338c7371941b1fe644832df48/nemo/core/optim/distributed_adam.py#L131 **Collection**: NLP # Changelog - Add specific line by line info of high level change...
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Draft: Fix the "cast ping pong" problem when we run AMP inference.
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[ "One clean solution could be to add a method such as `.downcast(self, dtype=...)` to most modules that casts all parameters and buffers to a correct precision for a given dtype. It'd have to be recursively called so that every \"layer\" or \"block\" can define how it needs to be cast, e.g. `rnnt_model.downcast` cal...
2024-05-02T00:04:35
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This has been tested only for Parakeet-CTC-1.1B right now. This problem certainly exists elsewhere. It also is not ina mergeable state. This is my initial hack to fix the problem. Automatic mixed precision and inference do not play well together. Frankly, I do not think we should be using AMP in inference in ...
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# What does this PR do ? Add a one line overview of what this PR aims to accomplish. **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by line info of high level changes in this PR. # Usage * You can potentially add a usage example below ```python # Add a cod...
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Add option for mutex timeout in distributed optimizer backward hook
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[ "Could we replace `self._lock` itself with the timeout-enabled one? The parent Apex distributed optimizer class also uses `self._lock` (e.g., [here](https://github.com/NVIDIA/apex/blob/master/apex/contrib/optimizers/distributed_fused_adam.py#L832)) and we want to catch those as well if they take too long.", "Tes...
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# What does this PR do ? This is to help debug a hang at https://github.com/NVIDIA/NeMo/blob/f658b6f0445403c338c7371941b1fe644832df48/nemo/core/optim/distributed_adam.py#L131 Add a one line overview of what this PR aims to accomplish. **Collection**: NLP # Changelog - Add option for mutex timeout in distr...
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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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Removed best-practices.rst file # 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 exam...
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# What does this PR do ? When SP is enabled, AG->QKV also returns the gathered output for the loRA branch. This PR enables that reuse with the TP-Comm-overlap. **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by line info of high level changes in this PR. # Usag...
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# What does this PR do ? Improves the path-based `shard_id` parsing in `LazyNemoTarredIterator`; removes the assumption of a rigid path structure and instead searches the string with regex pattern that must contain `manifest/audio`, `_(shard_id)`, and `json/tar` with no slashes in between. It allows loading data dir...
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Handle case where num_query_groups is set to null for LoRA config setup
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2024-05-01T05:28:42
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# What does this PR do ? Currently, LoRA setup uses either the num_query_groups setting (if set) or the num_attention_heads setting, if not. However, if num_query_groups is set explicitly to null, this line evaluates to None instead of the num_attention_heads value, resulting in `TypeError: unsupported operand type...
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# What does this PR do ? Add a one line overview of what this PR aims to accomplish. **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by line info of high level changes in this PR. # Usage * You can potentially add a usage example below ```python # Add a cod...
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# What does this PR do ? Adds latest news for ASR domain to Github readme **Collection**: [ASR] # Changelog - Add latest asr news to readme - https://developer.nvidia.com/blog/new-standard-for-speech-recognition-and-translation-from-the-nvidia-nemo-canary-model/ - https://developer.nvidia.com/blog/pushing-...
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# What does this PR do ? When SP is enabled, AG->QKV also returns the gathered output for the loRA branch. This PR enables that reuse with the TP-Comm-overlap. **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by line info of high level changes in this PR. # Usag...
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GPU Limit Error when using stt_multilingual_fastconformer_hybrid_large_pc model for long audio file (55 minutes)
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[ "55 minutes is high for fastconformer models with full attention. \r\nCould you try with this model: https://huggingface.co/nvidia/parakeet-tdt_ctc-1.1b ", "Thank you, will try this out.\r\nBy the way as per the documentation in hugging face under which license does this and other parakeet models (rnnt) and come ...
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**Describe the bug** I used the Long-audio-transcription-Citrinet.ipynb notebook to transcribe a long audio file the default Citrinet Model performs well but due to the High WER I wanted to try some of the recent models so I swapped it with the fast conformer model and got this error during computation Error: Ou...
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# What does this PR do ? Fix SD O1 amp training and add fp8 training support to SD. **Collection**: Multimodal # Usage ```yaml model.uent_config.use_te_fp8=True ``` # Before your PR is "Ready for review" **Pre checks**: - [ ] Make sure you read and followed [Contributor guidelines](https://github....
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Testing CICD action
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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." ]
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"FileNotFoundError: KenLM binary file not found at : None" thrown when decoding without N-gram LM
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[ "Update: We observed couple of code changes required with this script due to recent updates during the model and transcription refactoring. @karpov-nick is working to provide a fix for this. ", "There is a work in progress in the PR https://github.com/NVIDIA/NeMo/pull/8428", "Thank you both! ", "You can try d...
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**Describe the bug** I am trying to use an external LLM to rescore the results of beam search from Conformer-CTC model. When trying to get the beam search results with the `eval_beamsearch_ngram_ctc.py` **without passing the N-gram LM**, I get the following error: ```sh Traceback (most recent call last): Fil...
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[NeMo-UX] Add mistral-7b model
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PyTorch CUDA allocator optimization for dynamic batch shape dataloading in ASR
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[ "> It would be appreciated if you could take a look into whether there is a more robust way to check if this option is already set or not than by checking the environment variable.\r\n\r\nI grepped through pytorch 2.3 code. Unfortunately it looks like only `_set_allocator_settings` is exposed to python API, and the...
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# What does this PR do ? I was profiling a particularly unlucky run that had dynamic batch shapes and operated close to max GPU RAM. The profile revealed it was re-allocating memory for every mini-batch, generating about 30% overhead in training. This can be resolved gracefully by turning on `expandable_segments` op...
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# What does this PR do ? Updates the HF to .nemo converter script to add support for Mixtral-8x22B-instruct. In particular, the Mixtral-8x22B-instruct is identical to Mixtral-8x22B, except for the tokenizer. This PR adds another step which converts the HF tokenizer to sentencepiece. **Collection**: [Note which...
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# What does this PR do ? 1) Adds deprecation warnings for models that will soon be removed. 2) Remove deprecated tests from unit tests and ci/cd. **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 p...
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Implement export with PyT Distributed checkpoints
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# What does this PR do ? Implement loading method for PyT Distributed based NeMo checkpoints (new optional format for training checkpoints). Loading is backward-compatible - detects the checkpoint format and applies appropriate loading method. **Collection**: NLP # Changelog - Load checkpoint based on the b...
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[NeMo-UX] Add checkpoint-io to MegatronStrategy
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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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Nemo Forced Aligner parameter to reuse precalculated probs
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2024-04-29T14:29:29
2024-05-21T01:45:40
2024-05-21T01:45:39
NONE
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# What does this PR do ? Reuse pre-calculated probs in Nemo Forced Aligner to skip recalculation. **Collection**: [Note which collection this PR will affect] ASR # Changelog - added precalculated_probs_cache_file to NFA to reuse probs & skip transcription # Usage One way to get a relevant probs cache...
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support QWen1.5/QWen2
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[ "I use nvcr.io/nvidia/nemo:24.07, NameError: name 'ApexGuardDefaults' is not defined" ]
2024-04-29T13:00:26
2024-11-04T08:36:03
2024-05-17T04:54:40
CONTRIBUTOR
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# What does this PR do ? Add China community model QWen1.5 https://huggingface.co/Qwen https://github.com/huggingface/transformers/tree/main/src/transformers/models/qwen2 **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by line info of high level changes in this ...
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[TEST ONLY] Implement async distributed checkpoint save
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[ "Closing in favor of #9028 " ]
2024-04-29T10:06:46
2024-05-06T13:14:09
2024-05-06T13:14:08
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# What does this PR do ? This PR runs tests for #9028, which is not targeted on `main` because of chain of dependencies (`mblaz/async-dist-ckpt-minimal-base`) **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by line info of high level changes in this PR. # Usage...
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ImportError: cannot import name '_is_local_file_protocol' from 'pytorch_lightning.callbacks.model_checkpoint'
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[ "I had the same issue and updated to `pytorch-lightning=2.2.1` and it worked.\r\nSomehow, when I installed everything from scratch, using `pip install nemo_toolkit['all']`, it did not install the right pytorch-lightning. If you look at the requirements files, it says it requires at least 2.2.1:\r\n```\r\ncat requir...
2024-04-29T07:48:15
2024-06-22T01:46:25
2024-06-22T01:46:25
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When I run `from nemo.collections.tts.models.base import SpectrogramGenerator` I get this error: `Traceback (most recent call last): File "/home/saeed/Codes/NeMo/tutorials/tts/Inference_ModelSelect.py", line 3, in <module> from nemo.collections.tts.models.base import SpectrogramGenerator File "/home/saeed...
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Enhance Distributed Adam
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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 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." ]
2024-04-28T19:45:34
2024-06-05T22:27:55
2024-06-05T22:27:54
CONTRIBUTOR
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# What does this PR do ? This PR enhances distributed adam by: * Fix deprecation warning of `NCCL_ASYNC_ERROR_HANDLING`; * Do not overwrite user desired configs for distributed adam; * Preserve memory format when creating contiguous param buffers; * Expose one API to let user lock SHArP tree; This PR works ...
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problem in exp_manager
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2024-04-28T15:45:36
2024-06-15T01:47:38
2024-06-15T01:47:37
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While following tutorial "Voice_Activity_Detection.ipynb", I confronted errors in "exp_dir = exp_manager(trainer, config.get("exp_manager",None))" I've changed nothing on the tutorial, and I am getting errrors. WHen I first run the cell , I get "----------------------------------------------------------------...
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[Nemo CICD] Remove temp test change
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2024-04-27T21:22:39
2024-04-27T21:22:52
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[Nemo CICD] Remove temp test change
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[Nemo CICD] checkout v4
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[checkout v4](https://github.com/NVIDIA/NeMo/commit/1486df23927085d9cf86977cdef4cd7fb5e62364)
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[Nemo CICD] Add tag/label for 1-gpu runner
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[Nemo CICD] Add tag/label for 1-gpu runner
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S3 Dirpath + Async Uploading Support for Default Checkpoints
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[ "> I added some high-level comments.\r\n> \r\n> How does this PR relate to this one: [NVIDIA/Megatron-LM#748](https://github.com/NVIDIA/Megatron-LM/pull/748)?\r\n\r\n\r\n\r\n> I added some high-level comments.\r\n> \r\n> How does this PR relate to this one: [NVIDIA/Megatron-LM#748](https://github.com/NVIDIA/Megatro...
2024-04-26T19:44:56
2024-06-17T10:18:01
2024-06-15T01:07:37
CONTRIBUTOR
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# What does this PR do ? This PR creates a new CheckpointIO which allows users to upload checkpoints directly to S3. Add a one line overview of what this PR aims to accomplish. **Collection**: [NLP] # Changelog - Adds a new `S3CheckpointIO` to enable strategy to upload default checkpoints to S3. - Add...
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[Nemo CICD] Run when labeled:Run CICD
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[Nemo CICD] Run when labeled:Run CICD
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Mingyuanm/sdxl quantization notebook
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2024-04-25T21:50:30
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# What does this PR do ? Update quantization script and adding tutorial/documentation **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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GPU-based vectorized `SpecAug`
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[ "Closing in favor of https://github.com/NVIDIA/NeMo/pull/9155" ]
2024-04-25T19:21:41
2024-05-09T18:56:41
2024-05-09T18:56:40
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# What does this PR do ? Context: together with @galv we found feature normalization and specaug to take approx 30% of the total forward step time in Canary training, due to CPU-bottlenecked implementations. Feature normalization is addressed in #8964. This PR adds a GPU based SpecAugment. The original implement...
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"greedy_batched" methods should support "partial_hypotheses" option
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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 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 becau...
2024-04-25T15:22:15
2024-07-03T01:48:45
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**Is your feature request related to a problem? Please describe.** I've been experimenting with `examples/asr/asr_cache_aware_streaming/speech_to_text_cache_aware_streaming_infer.py`. One of the things I've noticed is that the "greedy_batched" strategy does not support partial hypotheses. We should add support for t...
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Memory Allocation Error during alignement (tools/nemo_forced_aligner/align.py)
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[ "Hi, could you please show more of the error message/where exactly in the NFA code the error happens?\r\nDoes the error also happen with `batch_size=1`?", "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...
2024-04-25T14:13:19
2024-06-22T01:46:26
2024-06-22T01:46:26
NONE
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**Describe the bug** I am trying to run the `tools/nemo_forced_aligner/align.py` on a very small toy dataset but get the following error: ``` return torch._C._nn.pad(input, pad, mode, value) RuntimeError: [enforce fail at alloc_cpu.cpp:114] data. DefaultCPUAllocator: not enough memory: you tried to allocate 109...
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TypeError: EncDecRNNTBPEModel.change_vocabulary() got an unexpected keyword argument 'new_vocabulary'
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[ "Actually no one of the new models has new_vocabulary argument.\r\nYou need to use \"change_vocabulary\" method\r\n\r\n```\r\nchar_model.change_vocabulary(\r\n new_tokenizer_dir=\"your_tokenized_folder\",\r\n new_tokenizer_type=\"bpe\"\r\n )\r\n\r\n```\r\n\r\nYou may receive \"your_tokenized_folder...
2024-04-25T12:15:07
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Dear Team, I am getting this error message, while I am trying to train EncDecRNNTBPEModel model. Meanwhile the code is Ok with other models, for example with stt_en_quartznet15x5. `TypeError: EncDecRNNTBPEModel.change_vocabulary() got an unexpected keyword argument 'new_vocabulary' ` **Describe the bug** ...
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Enhance Distributed Adam
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# What does this PR do ? This PR enhances distributed adam by: * Fix deprecation warning of `NCCL_ASYNC_ERROR_HANDLING`; * Do not overwrite user desired configs for distributed adam; * Preserve memory format when creating contiguous param buffers; * Expose one API to let user lock SHArP tree; This PR works ...
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[Nemo CICD] further specialize runners for more parallelism
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New mcore transformer block spec
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2024-04-24T22:36:58
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# What does this PR do ? This PR leverages new mcore gpt spec handling. (not yet merged to mcore) **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...
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Add Mcore DistributedDataParallel and distributed optimizer into Nemo
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[ "- EP=2 NGPU=8 \r\n- EP=1 TP=1 NGPU=8 \r\nThese also work correctly", "@ericharper Can you trigger test?", "the tests are triggered, only need to add the \"Run CICD\" label ", "@ericharper will the tests be re-triggered automatically after I made new changes with the CICD label? It looks like it still needs t...
2024-04-24T20:53:49
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# What does this PR do ? Add Mcore DistributedDataParallel and distributed optimizer into Nemo `examples/nlp/language_modeling/megatron_gpt_pretraining.py` # Changelog - Port DistributedDataParallel to Nemo - Add a wrapper McoreDistributedOptimizer to bypass torch/PTL assertion check - Add the optim name `mco...
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[Video-NeVA] Convergence Run Implementation
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# What does this PR do ? Multi-frame implementation for convergence runs. See `neva_dataset.py` for modified video dataloader and how video frames are merged into T_img dimension. **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by line info of high level changes in...
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Fix import in lora merge script
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# What does this PR do ? Fix import from a deleted script. Add the function directly in merge.py **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 ...
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Slow training on Mixtral-8x22B when DP size > 1
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[ "Hi, thanks for reporting this,\r\n\r\nCan you retry without EP and report back whether this improves the speed? In addition, I would encourage trying different TP/PP configurations to determine the optimal.\r\n\r\nThank you. ", "> Hi, thanks for reporting this,\r\n> \r\n> Can you retry without EP and report back...
2024-04-24T18:30:37
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**Describe the bug** We are in the process of fine-tuning Mixtral-8x22b using an instruction fine-tuning dataset. The model is divided using PP=8 and TP=4. Our experiments are conducted on DGX nodes, each equipped with 8 H100 GPUs. Nodes are interconnected through a 3.2 TbPS InfiniBand. The model was tested with ...
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Canary model stuck in a loop? Just repeats the same phrases over and over.
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[ "I am facing a similar issue. Any help would be appreciated. Thank you.", "I am afraid to say this is common with AED models, and this scenario is called hallucination. \r\n\r\nWould it be possible for you to share the audio? @pzelasko FYI", "This issue is stale because it has been open for 30 days with no acti...
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I recorded a 5 minute audio segment on my iPhone 11, at 24 bit / 48Khz, using this as my json input: { "audio_filepath": "/ldir/test.wav", "duration": "None", "taskname": "asr", "source_lang": "en", "target_lang": "en", "pnc": "yes", "answer": "na" } It was just a test recording of me reading from Vol 1 of The Ar...
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Update mm dataprep notebook based on feedback
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# What does this PR do ? Clarify installation instructions **Collection**: multimodal # 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 ``` # Jenkins ...
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Implement async distributed checkpoint save
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[ "Added tests and docs, undrafting" ]
2024-04-24T15:13:57
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# What does this PR do ? Adds async distribtued checkpoint save implementation. The base of this PR is set to `mblaz/async-dist-ckpt-minimal-base`, since this PR requires #9016 and #9015 to be merged first and the base branch contains combined changes from those branches. **Collection**: NLP # Changelog -...
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Support required for fine tuning cache aware streaming model
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2024-04-24T05:27:09
2024-06-07T01:48:40
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Hi I want to fine tune "stt_en_fastconformer_hybrid_large_streaming_multi" model on my custom data. I want to know some best practices that we can follow to fine tune tune cache aware streaming model. 1. I am using audio of fixed length (2s). Is this good? Can I have audios' of different lengths? Total duration of...
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Developer Documents for mcore RETRO
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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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IndexError: index -1 is out of bounds for dimension 1 with size 0
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2024-04-23T21:45:40
2024-05-31T01:47:09
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when I try to run examples/nlp/language_modeling/tuning/megatron_gpt_generate.py, I got the following error: File "/usr/local/lib/python3.10/dist-packages/nemo/core/config/hydra_runner.py", line 126, in wrapper _run_hydra( File "/usr/local/lib/python3.10/dist-packages/hydra/_internal/utils.py", line 394, in ...
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Saving and reloading the pretrained model's vocab breaks the tokenizer.
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[ "It should be path to a tokenizer directory not model. \r\n\r\nthe directory should contain:\r\n* `tokenizer.model`\r\n* `tokenizer.vocab`\r\n* `vocab.txt`", "Yes, that's what I'm doing.\r\nInfact, I've been able to edit the pretrained model's tokenizer and changed the tokens inside of it. \r\nWhat I found out is...
2024-04-23T19:35:26
2024-06-15T01:47:40
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**Describe the bug** So I picked [nvidia/parakeet-ctc-0.6b](https://huggingface.co/nvidia/parakeet-ctc-0.6b) and I untarred the the `.nemo` file. After that, I then loaded the model and changed the the vocab this way: **Steps/Code to reproduce bug** ```python model.change_vocabulary( new_toke...
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Fix mixtral_nemo_to_hf conversion
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[ "Is it fine & really required to introduce extra param `--input_tokenizer`?\r\n\r\nIf yes, should we update relevant docs? https://github.com/NVIDIA/NeMo/blob/main/docs/source/ckpt_converters/dev_guide.rst\r\n\r\nCC @yaoyu-33 - please have a look, maybe you will have some comments", "> Is it fine & really require...
2024-04-23T17:46:01
2024-05-16T01:45:46
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CONTRIBUTOR
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# What does this PR do ? Fix convert_mixtral_nemo_to_hf.py **Collection**: scripts/checkpoint_converters # Changelog * Fix two typos * Allow for custom tokenizer to be passed in **PR Type**: - [ ] New Feature - [x] Bugfix - [ ] Documentation ## Who can review? @cuichenx Anyone in the commu...
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Adding unit test for mcore RETRO model
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2024-04-23T17:45:41
2024-04-27T13:04:18
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2024-04-23T15:34:55
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Support for Specifying Start and End Time when Reading WAV File
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[ "I found it.\r\nthis can be done using `offset`. Supplying this key in your json manifest file allows the dataloader to know your desired start time in an audio file. \r\nExample: https://docs.nvidia.com/nemo-framework/user-guide/latest/nemotoolkit/asr/speech_classification/datasets.html#voxlingua107\r\n\r\n" ]
2024-04-23T13:39:26
2024-04-25T09:03:45
2024-04-25T09:03:45
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I would like to inquire whether the toolkit currently supports specifying the start and end time when reading a WAV file. This feature would be beneficial for tasks such as audio segmentation or processing specific sections of longer audio files. Like we have a long audio file of `L` length, and which is labeled o...
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9,019
Update black test3 [NOT FOR MERGING]
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[ "Reformatting works as expected, closing" ]
2024-04-23T12:56:28
2024-04-23T12:58:27
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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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9,018
Restore PTQ tests for Llama2
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[ "Closing: tests were added in https://github.com/NVIDIA/NeMo/pull/9064" ]
2024-04-23T12:31:46
2024-05-06T08:13:51
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# What does this PR do ? Restoring PTQ tests for Llama2 model. The tests are moved here from recently disabled [Jenkinsfile](https://github.com/NVIDIA/NeMo/blob/main/Jenkinsfile). Testing all methods: FP8, INT8 SQ, INT4 AWQ and special case of NULL (just weights export step). **Collection**: NLP # Changelog...
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