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add deallocate pipeline output optimization
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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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Diarization | IndexError: shape mismatch: indexing tensors could not be broadcast together
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[ "Hi.\r\nLet us test on the wav file you provided.\r\nThis is a new type of error we have never encountered.\r\nIt apprears `p_value` value in [this line ](https://github.com/NVIDIA/NeMo/blob/0fb851c8ed91f181c5550dcdce1e39f5891ec3b2/nemo/collections/asr/parts/utils/offline_clustering.py#L332) is causing this error.\...
2024-01-30T12:53:27
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**Describe the bug** When running diarization on a specific file I'm getting: `IndexError: shape mismatch: indexing tensors could not be broadcast together with shapes [7557001], [7559750]` The same pipeline/config/setup etc has worked for a couple of thousand other files but now on this (and a few more files) I...
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Refactor: multi-node save best model only when needed
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[ "@athitten @aklife97 anything else that needs to be addressed here? ", "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.", "@titu1994 anything else that needs to be resolved here?", "jenkins", "@athitten for fin...
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# What does this PR do ? Slight refactor of save best model, which may resolve or alleviate #7938 and #7756. **Collection**: core # Changelog - sets previous_best_path in init, to have it correct on resume training - compare previous_best_path and best_model_path, reload and save only if necessary, also on ...
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Input shape mismatch occured for features in module EncDecDiarLabelModel
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**Describe the bug** Encountering this error when running the speaker diarization training tutorial notebook on my own data: Input shape mismatch occured for features in module EncDecDiarLabelModel : Input shape expected = (batch, time) | Input shape found : torch.Size([2, 208000, 2]) **Steps/Code to reprodu...
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fix peft mixin arguments to follow mcore 0.5
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# What does this PR do ? - mcore TransformerLayer introduced packed_seq_params, adding it to `MCoreTransformerLayerMixin` - mcore renamed `bias_gelu_fusion` to `bias_activation_fusion`, changing it in adapter mcore_mixins Add a one line overview of what this PR aims to accomplish. **Collection**: [Note which co...
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Pretraining + Instruction Tuning + Inference Config Recipes [Video-NeVA]
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# What does this PR do ? This PR adds config recipes for pretraining, instruction tuning, and inference for VideoNeVA derived from Video-LLaVA **Collection**: Multimodal # Changelog - Adds `video_llava_config.yaml` config recipe derived from authors pretraining configuration in Video-LLaVA - Adds `video_nev...
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fused_adam + mcore fix
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# What does this PR do ? Add a one line overview of what this PR aims to accomplish. **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by line info of high level changes in this PR. # Usage * You can potentially add a usage example below ```python # Add a cod...
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Converter script fixes for mixtral/mistral
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# What does this PR do ? Fixes mistral & mixtral conversion scripts(renamed variable `num_experts` to `num_moe_experts` in mixtral converter). **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by line info of high level changes in this PR. # Usage * You can poten...
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# What does this PR do ? Fix r1.23.0 issues for multimodal collection **Collection**: [Multimodal] # 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 ? Fixes some bugs related to training after canary-2 refactor Adds a launch script for AED multitask models in `examples/asr/speech_multitask` folder Add a one line overview of what this PR aims to accomplish. **Collection**: [Note which collection this PR will affect] # Changelog - ...
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# What does this PR do ? blogpost for Parakeet-TDT model **Collection**: [Note which collection this PR will affect] # Changelog blogpost for Parakeet-TDT model # Usage N/A # Jenkins CI To run Jenkins, a NeMo User with write access must comment `jenkins` on the PR. # Before your PR is "Ready for r...
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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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create_alignment_manifest.py conf ValueError
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2024-01-29T13:13:48
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Run the Speaker_Diarization_Training.ipynb notebook. Run this cell: !python NeMo/scripts/speaker_tasks/create_alignment_manifest.py \ --input_manifest_filepath LibriSpeech/dev_clean.json \ --base_alignment_path LibriSpeech_Alignments \ --output_manifest_filepath ./dev-clean-align.json \ --ctm_output_dir...
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Llama2 tp overlap cfg
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# What does this PR do ? Added dummy tp_overlap_cfgs for LLAMA2 hidden size/TP size.
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# What does this PR do ? Adds the ability to upload NeMo models to Huggingface, and restore NeMo models from unpacked HF directory. **Collection**: [Core] # Changelog - Support upload to HF via `push_to_hf_hub()` in Model/ModelPT - Support uploading single .nemo file or full folder of unpacked nemo file. Fu...
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Update PEFT Doc
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# What does this PR do ? Update models names in supported models Remove old prompt learning doc and notebook # 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 and followed [Contributor...
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# What does this PR do ? - Remove FalconTransformerLayer's sharded_state_dict() to use the mcore 0.5's TransformerLayer's sharded_state_dict() because it supports sharded_dict according to submodules now. - add packed_seq_params (introduced in mcore 0.5) args for layer forward. **Collection**: [Note which collec...
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Refactor Canary to follow schema of remaining ASR models
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# What does this PR do ? Refactor Canary to follow Archetype pattern of rest of ASR. Add Decoding Strategy to disentangle decoding with model architecture. **Collection**: [ASR] # Changelog - Refactors model class to conform to ASR's archetype pattern - Add Decoding strategy as a middle layer between model...
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Initial commit. > Update version to 0.2.86 > Pipe functionality removed and has been replaced with DataPipeline. Draft version, In works
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Fix transcribe config to use model's config
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[tutorial] fixed missing RIR scripts file.
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# What does this PR do ? missing get_openslr_rir_data.py file in RIR section. **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 snipp...
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Problem with fine tuning fastconformer_hybrid_large_streaming_multi model on another language
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Hello! I want to train hybrid model like [that](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/nemo/models/stt_en_fastconformer_hybrid_large_streaming_multi) for russian language. First of all I tried to train it from scratch on Golos dataset (~1100 hours), but I encountered problem with bad converge (like in this [i...
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[ "jenkins", " Thanks Dmytro!", "Was this able to start training megatron_gpt model successfully? If so, what version of Megatron-LM was used? \r\nI see the commit in the base Dockerfile is 27cbe46714a50c43ed290f1b1472db8d2780c55c, which is on the core_r0.4.0 branch. \r\n\r\nBut the addition of GPTDatasetConfig i...
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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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[canary] Refactor: move changes in transformer_bpe_models.py to Canar…
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Problem with convert HifiGan nemo model to riva format
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[ "I do not know what am I missing, but I have the same issue.\r\n\r\nExecuting this command: `nemo2riva --key None --out hifigan.riva hifigan.nemo`\r\nResults in an error: \r\n`[NeMo I 2024-02-15 21:43:09 exportable:130] Successfully exported HifiGanModel to /tmp/tmppe74nxmm/model_graph.onnx\r\nTraceback (most recen...
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**Describe the bug** Problem with convert HifiGan nemo model to riva format ``` [NeMo I 2024-01-25 10:49:12 save_restore_connector:249] Model HifiGanModel was successfully restored from /home/PycharmProjects/tts_train_pipeline/models/HifiGan_v2.nemo. [NeMo I 2024-01-25 10:49:13 schema:161] Loaded schema file /...
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Refactor SFT Dataset Class for Video Support [Video-NeVA]
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# What does this PR do ? Adds video support for SFT dataset class in NeVA **Collection**: Multimodal # Changelog - Adds `video_processor` option in config for processing video data for SFT dataset class (defaults to `LanguageBindVideoProcessor`) - Adds logic for image-only, video-only, or image and video da...
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[canary] Refactor: `PromptedAudioToTextLhotseDataset` and `EncDecMultiTaskModel`
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This PR restores `transformer_bpe_models.py` and `audio_to_text_lhotse.py` to their previous shape and separates out two classes: `EncDecMultiTaskModel` and `PromptedAudioToTextLhotseDataset` that contain the modified code for Canary, generalized to support other model instances of this type.
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No such file or directory: 'megatron/core/requirements.txt' when installing nemo 1.22
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**Describe the bug** No such file or directory: 'megatron/core/requirements.txt' when installing nemo 1.22 **Steps/Code to reproduce bug** ``` File "/tmp/pip-build-env-93j56cnr/overlay/lib/python3.8/site-packages/setuptools/build_meta.py", line 311, in run_setup exec(code, locals()) File "<string>",...
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# What does this PR do ? Implementing RETRO's mcore model, dataloader's wrapper, training script. 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 ...
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Attention encoder-decoder models for multiple speech-to-text tasks
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# Preserve one Flashlight beamsearch with Ngram LM Support Flashlight and Pyctcdecode decoding with pure KenLM and NeMo KenLM Standardize API of CLI inference scripts **Collection**: ASR # Changelog - Add specific line by line info of high level changes in this PR. ```python python3 scripts/asr_langua...
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Correct padding for SFT input data to account for sequence parallel + TE's fp8 op dimension requirements
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# What does this PR do ? Alters GPTSFTDataset and GPTSFTPackedDataset to pad to 8*TP when sequence parallel is enabled. **Collection**: nlp/language_modeling # Changelog - Adds an argument to GPTSFTDataset and GPTSFTPackedDataset which allows setting what value sequence lengths will be padded to a multiple o...
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Allow MegatronPretrainingRandomSampler to do multi-epoch training
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# What does this PR do ? Allows the MegatronPretrainingRandomSampler class to correctly handle multi-epoch training by calculating length correctly when consumed_samples > total_samples **Collection**: NLP # Changelog - nemo/collections/nlp/data/language_modeling/megatron/data_samplers.py: modified MegatronP...
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[TTS] Add modules for mel spectrogram codec
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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.", "jenkins", "jenkins", "jenkins", "> What about model class file? Would it be added later?\r\n\r\nThis is trained using the same `audio_codec.py` model class.",...
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# What does this PR do ? Add code and example for how to train audio codec while encoding mel spectrogram. Note there is an extra "FullBandMelEncoder" definition which is not in the example config, but which I am adding to try to and keep inference working with some existing checkpoints. **Collection**: [TTS] ...
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Script for estimating Lhotse dynamic duration buckets
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# What does this PR do ? The script provides the user with the optimal, data-driven value of `model.train_ds.bucket_duration_bins` to avoid computing it at the start of the training. It requires tiny changes to enable dataset mixing with non-tarred manifests (as we don't want to actually load any data here) and t...
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8,236
TransformerLMModel loads tokenizer from the local file instead of .nemo trained file
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2024-01-24T17:11:47
2024-03-02T01:43:15
2024-03-02T01:43:15
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**TransformerLMModel loads tokenizer from the local file instead of .nemo trained file** While using `TransformerLMModel.restore_from(<.nemo file>)`, the tokenizer is loaded from the local tokenizers file instead of the tokenizer found in the `.nemo` model file. As shown in the snippet below from [nemo/collection...
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8,235
OOM killed when diarizing 4 hours recording
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[ "@tttalshaul can you share more info on length of audio and size of embeddings in pkl file you saved? ", "Audio length is 3:43 hours after cutting silence (using VAD). \r\nembeddings:\r\nscale0 6.6M len 8920\r\nscale1 7.9M len 10704\r\nscale2 9.9M len 13385\r\nscale3 14M len 17846\r\nscale4 20M len 26772\r\nscale...
2024-01-24T15:46:50
2024-09-21T01:55:56
2024-09-21T01:55:55
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I'm trying nemo_toolkit 1.22.0 on T4 (14G vRAM) with 40G cpu RAM to diarize with ClusteringDiarizer. After completing speaker embeddings, tqdm shows "clustering: 0%" and then my script is getting killed by OS with error 137 OOM (out of memory) because of RAM consumption greater then 40G.. Installed nemo using pip ...
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add fsdp support for fine-tuning
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2024-01-24T15:41:19
2024-02-19T14:59:33
2024-02-19T14:59:25
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# What does this PR do ? Adds FSDP support for NeMo fine-tuning. **Collection**: NLP # Changelog - Add specific line by line info of high level changes in this PR. # Usage * You can potentially add a usage example below ```python # Add a code snippet demonstrating how to use this ``` # Jenkins C...
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Typo in data preparation script
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2024-01-24T06:16:51
2024-03-02T01:43:17
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https://github.com/NVIDIA/NeMo/blob/d275d68048049e3a231ebf1a9a31ef810a4adcc7/tools/nemo_forced_aligner/utils/data_prep.py#L155
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use_flash_attention does not control NVTE_FLASH_ATTN flag for transformer engine
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2024-01-24T04:31:33
2024-03-02T01:43:19
2024-03-02T01:43:18
MEMBER
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use_flash_attention=False should set NVTE_FLASH_ATTN=0
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PEFT training of an LLM as an embedding model
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2024-01-23T23:55:09
2024-03-14T18:26:49
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# What does this PR do ? train a Lora model to perform sentence embedding tasks which can be used for IR. **Collection**: [NLP] # Changelog - Add specific line by line info of high level changes in this PR. # Usage * You can potentially add a usage example below ```python # Add a code snippet demonst...
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Syncing random seed between ranks in generate
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2024-01-23T17:36:04
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# What does this PR do ? While random_seed was added to generate, it was missing from the sync between ranks and so was not possible to use with MegatronServer. This PR fixes that. **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by line info of high level changes i...
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Fix preprocessing of data for Megatron when loading data files from a directory
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# What does this PR do ? Fix preprocess data for megatron: loading files from a directory. **Collection**: nlp # Changelog - Open a JSON file from the specified directory. # Usage * You can potentially add a usage example below ```python # Add a code snippet demonstrating how to use this ``` # J...
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Can't download vad_multilingual_frame_marlblenet
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2024-01-23T16:16:08
2024-03-14T01:44:10
2024-03-14T01:44:09
CONTRIBUTOR
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Hi, For the last couple of days I have tried to download the VAD frame-multilingual marblenet model and I receive an error: ``` wget --content-disposition https://api.ngc.nvidia.com/v2/models/nvidia/nemo/vad_multilingual_frame_marblenet/versions/1.20.0/zip -O vad_multilingual_frame_marblenet_1.20.0.zip --2024-...
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[docs] Add --force_codec to tarred dataset creation examples
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2024-01-23T16:11:49
2024-01-23T16:56:39
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# What does this PR do ? Add --force_codec to tarred dataset creation examples **Collection**: All speech collections # Changelog - [docs] Add --force_codec to tarred dataset creation examples # Usage * You can potentially add a usage example below ```python # Add a code snippet demonstrating how to ...
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Temporarily use the previous RNN-T decoding algorithm as default
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2024-01-23T15:55:17
2024-01-23T19:05:09
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# What does this PR do ? Use previous RNN-T decoding algorithm as default (`loop_labels=False`) **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...
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Is there a method to add an N-gram to streaming ASR with cache-aware model?
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[ "Streaming ASR at the moment does not support ngram", "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." ]
2024-01-23T15:44:48
2024-03-01T01:45:20
2024-03-01T01:45:19
CONTRIBUTOR
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Hi, I would like to use a cache-aware streaming model with CTC decoder + n-gram. Is this feature supported or could you give me some ideas on how I could implement this? Thank you in advance! Any help is greatly appreaciated! Best regards, Gabi
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Context-biasing by CTC-based Word Spotter (CTC-WS)
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2024-01-23T13:51:57
2024-02-13T12:05:08
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# What does this PR do ? A new context-biasing method for CTC and Transducer (RNNT) models (only Hybrid Transducer-CTC in case of Transducer) by CTC-based Word Spotter (CTC-WS). The idea is to use CTC logprobs for fast decoding with context-biasing graph (tree). The context-biasing graph is built according to the co...
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Pre-compute max_seqlen and cu_seqlens_argmin in all model-parallel cases
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2024-01-23T05:56:46
2024-02-02T02:03:49
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# What does this PR do ? Pre-compute max_seqlen and cu_seqlens_argmin in all model-parallel cases. # 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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Improve communication overlapping in FP8 distributed optimizer
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# What does this PR do ? When training GPT, the Apex distributed Adam optimizer overlaps its first parameter all-gather with the optimizer step. This optimization has been applied to both FP8 and non-FP8 models. **Collection**: NLP # Changelog - Wait until all distopt buckets finish optimizer step before upd...
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Add video support to NeVA LLM conversation data [VideoNeVA]
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# What does this PR do ? Refactors `preprocess_multimodal` to support video tokens in LLM conversation data **Collection**: Multimodal - NeVA # Changelog - Adds `videoneva_dataset.py` and `conversation.py` to `/nemo/collections/multimodal/data/` - `videoneva_dataset.py` implements `TarOrFolderVisualLoader` ...
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8,219
Add support for HF style Bert
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2024-01-22T23:37:33
2024-01-22T23:38:08
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**Is your feature request related to a problem? Please describe.** Post-LN is not supported in MCore transformer at the moment (everything is Pre-LN). In order to convert HF checkpoints, we want to add post-LN style to MCore as well. Post-LN requires an additional LN in the beginning of the network as well. **Des...
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NeVA Tutorial Notebook
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[ "@yaoyu-33 ", "Verified `torchrun` can be executed in NeMo Container 1.23.10 within the notebook:\r\n\r\n**Pretrain**: \r\n![torchrun-pretrain](https://github.com/NVIDIA/NeMo/assets/30813477/d4323996-795e-4d38-b5ab-a69e5acbecc8)\r\n\r\n**Finetune**:\r\n![neva-finetune](https://github.com/NVIDIA/NeMo/assets/308134...
2024-01-22T22:19:01
2024-02-16T03:37:09
2024-02-16T03:37:09
CONTRIBUTOR
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# What does this PR do ? Adds NeVA tutorial for training / inference **Collection**: Multimodal # Changelog - New Jupyter notebook under `NeMo/tutorials/multimodal` outlining steps for pretraining and instruction fine-tuning NeVA # Usage * Documentation purposes # Jenkins CI To run Jenkins, a NeMo Us...
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Fix to peft & virtual pipeline parallel unsupported check
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[ "@cuichenx / @ericharper can you review? Thanks!", "jenkins" ]
2024-01-22T19:23:12
2024-03-12T22:36:39
2024-01-23T19:15:08
COLLABORATOR
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# What does this PR do ? Corrects the check added in [PR-7964](https://github.com/NVIDIA/NeMo/pull/7964) to raise a ValueError when attempting to run virtual pipeline parallel with peft. **Collection**: nlp/language_modeling # Changelog - Moves this safety check from `MegatronGPTSFTModel.__init__` (where sel...
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Add `loop_labels` algorithm for TDT greedy decoding
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[ "Should be reviewed/merged after #8286", "@hainan-xv Do we have any small model for tests? I have no idea how to write tests for the decoding without the model", "jenkins", "jenkins", "jenkins", "jenkins" ]
2024-01-22T18:31:41
2024-02-16T08:33:06
2024-02-16T08:33:05
COLLABORATOR
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# What does this PR do ? TDT greedy decoding using`loop_labels` algorithm introduced in #7926. **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 ...
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Unable to train ASR model on multiple GPUs
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[ "This is not the correct way to use distributed training in NeMo. We utilize pytorch lightning which calls ddp and torch distributed for you. Simply call your script with python ABC.py --config-path xyz/ --config-name something.yaml. \r\n\r\nYou can see some of the NeMo tutorials to see how we setup training with o...
2024-01-22T11:50:33
2024-03-01T01:45:21
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The following is my command to launch distributed training in NeMO python3 -m torch.distributed.launch --nproc_per_node=2 --nnode=1 examples/asr/asr_ctc/speech_to_text_ctc.py --config-path=examples/asr/conf/quartznet/ --config-name=quartznet_15x5 torch vision:2.0.1+cu118 GPU:A100 then, the error would occ...
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can you provide msdd_5scl_15_05_50Povl_infer.yaml?Inference for training models
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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." ]
2024-01-22T10:12:28
2024-02-29T01:43:48
2024-02-29T01:43:48
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**Is your feature request related to a problem? Please describe.** A clear and concise description of what the problem is. Ex. I'm always frustrated when [...] **Describe the solution you'd like** A clear and concise description of what you want to happen. Provide a code snippet on how new APIs/changes would ...
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Add support in Neural Typecheck to disable semantic checks
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2024-01-22T09:03:31
2024-01-24T18:25:27
2024-01-24T18:25:23
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# What does this PR do ? Adds support to temporarily / permanently (and globally) disable semantic type checks. **Collection**: [Core] # Changelog - Adds utility methods to disable global semantic type checking, or local context manager. - Adds test to see if semantic types are properly ignored (but still i...
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Added support for neptune logger
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[ "jenkins", "Hi @titu1994 what would be the next process to get this merged to the main trunk ?", "Could you avoid merging the main branch with this PR, I need to see the tests pass. It is fine if the branch is out of date with the main branch. ", "jenkins", "> jenkins\n\nI guess the automation is completed ...
2024-01-21T05:50:35
2024-01-23T08:52:46
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CONTRIBUTOR
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# What does this PR do ? Adds Neptune logging support to NeMo which is already exposed by the PTL trainer. **Collection**: Core, NLP # Changelog - In experiment manager, consumed NeptuneLogger parameters from the OmegaConf - Added tests for NeptuneLogger - Added documentation for NeptuneLogger configuratio...
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[Question] Issue of Invalid output device when using pyaudio in VAD inference
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[ "@okuchaiev ", "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." ]
2024-01-20T19:04:48
2024-03-04T01:46:46
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@fayejf Hi, I have implemented a code for using the Marble_Net VAD model according to the below tutorial: [Online_Offline_Microphone_VAD_Demo](https://github.com/NVIDIA/NeMo/blob/stable/tutorials/asr/Online_Offline_Microphone_VAD_Demo.ipynb) But I got the following error (I have tested it on Colab and two other ...
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[ "Hi, thanks for the additional support for Neptune. Due to the ever growing dependency list for NeMo, we will make Neptune an optional dependency only. Please follow the suggestions above ", "Oh also, could you follow DCOBot comments to sign your commits since that is a NeMo contribution requirement. ", "> Oh a...
2024-01-20T13:42:01
2024-01-21T05:52:02
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# What does this PR do ? Adds Neptune logging support to NeMo which is already exposed by the PTL trainer. **Collection**: [Note which collection this PR will affect] Affects the core/experiment manager collection # Changelog - In experiment manager, consumed NeptuneLogger parameters from the OmegaConf - A...
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Make TDT inference not require duration params
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[ "@hainan-xv Thanks for the PR; I think it makes it more convenient to use decoding with TDT models. One minor comment about style.", "jenkins" ]
2024-01-20T01:45:16
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# What does this PR do ? Making it so that TDT inference doesn't require --duration params to be passed. **Collection**: [Note which collection this PR will affect] ASR # Changelog The model now infers the duration params from model's loss configs. # Usage * You can potentially add a usage example below...
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# What does this PR do ? This PR makes ASR TDT model inference easier by not having to specify the duration parameters. **Collection**: [Note which collection this PR will affect] # Changelog During inference, duration params are going to be inferred from the params from the 'loss' config of the model # ...
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Use PackedSeqParams in accordance with changes in Megatron-LM
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# What does this PR do ? Change input to MCoreGPTModel if using packed sequence **Collection**: NLP
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[docker] Install k2 before NeMo for faster image rebuilding
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[ "jenkins", "CI doesn't build container, no point waiting for it. Fast merged " ]
2024-01-19T19:11:55
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# What does this PR do ? Speed up rebuilding NeMo images with NeMo code changes. Previously k2 would have to be rebuilt each time NeMo code changed because k2 building occurs in a later image layer. Proposed changes make it very fast to rebuild when changing NeMo python code, saving storage by not multiplying k2 bui...
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RNN-T and TDT Greedy Decoding with TorchScript
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# What does this PR do ? Adds torch.jit.script support for "loop labels" decoding algorithm, introduced in #7926 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 th...
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Add the interface to use SHARP to FSDP strategy
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# What does this PR do ? Add the SHARP argument interface to FSDP strategy. SHARP here applies to the data-parallel process group. # 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 demons...
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Rename Finetuning Scripts
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2024-01-18T21:52:33
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2024-01-20T00:19:06
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# What does this PR do ? Rename certain unified SFT/PEFT scripts to remove reference to 'PEFT' in the script name, since it was confusing for people to run SFT with a 'peft' script Rename `*_peft_tuning*` to `*_finetuning*` to include both SFT and PEFT in naming. Rename `*_peft_eval*` to `*_generate*` to achieve t...
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Concept draft of an extended input configuration format
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2024-01-18T19:40:30
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Fix CPU Initialization and TP>1 for LoRA Merge Script
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# What does this PR do ? Fix 1) merging on CPU, in cases where a GPU is not available, and 2) merging a LoRA model trained with TP>1 into a base model in the distributed checkpointing format. Tested on Llama2-7b + TP {1, 2, 4} LoRA ckpt, with cpu and gpu options # Usage Merging on GPU/CPU can be controlled ...
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Add include_text parameter to SFT dataloaders
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# What does this PR do ? Adding a new parameter to include original text in the dictionary returned from a dataloader. This is needed for a cleaner support of metrics in NeMo-Aligner. **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by line info of high level change...
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Add Lhotse support for `offset` key in NeMo manifests
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[ "I think so, I’ll keep actively looking for anything I might have missed though. ", "jenkins" ]
2024-01-18T16:25:46
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# What does this PR do ? Add Lhotse support for `offset` key in NeMo manifests **Collection**: All speech collections # Changelog - Add Lhotse support for `offset` key in NeMo manifests # Usage * You can potentially add a usage example below ```python # Add a code snippet demonstrating how to use thi...
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[do-not-merge] Run ASR test with gdb
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Fixed the tp overlap switch
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# What does this PR do ? Added a switch to pass tp_overlap to MCORE transformer config.
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ERRORs in repetition_penalty
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[ "Yes. You are right. \r\n```python\r\nlogits_update[logits_update >= 0] = logits_update / repetition_penalty\r\nlogits_update[logits_update < 0] = logits_update * repetition_penalty\r\n```\r\nwe can fix it by treating negative and positive logits differently.\r\n\r\nRegarding to `compute_logprob=False`, you are rig...
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**There's a computation error in repetition_penalty() function when there's negative numbers in logits** - Version: nemo 1.22.0 - Path: NeMo/nemo/collections/nlp/modules/common/text_generation_utils.py - Source code: ``` def repetition_penalty(logits, repetition_penalty, used_tokens): """ Implement the repeti...
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Llama example scripts
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[ "This is the full stack trace, and the issue is `Exception: The provided qkv memory layout is not supported!`\r\n```0: Traceback (most recent call last):\r\n0: File \"/fsx/users/xuteng/NeMo/examples/nlp/language_modeling/megatron_llama_pretraining.py\", line 40, in main\r\n0: trainer.fit(model)\r\n0: File \...
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I was trying to configure a test for the Llama model using Megatron Nemo. While I discovered an example configuration file (https://github.com/NVIDIA/NeMo/blob/main/examples/nlp/language_modeling/conf/megatron_llama_config.yaml), I couldn't locate any sample scripts specifically designed for launching training with Lla...
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[Draft] Refactor community model checkpoint converters
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# What does this PR do ? Move checkpoint converters to the same folder and update to use similar arguments # 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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Dgalvez/cuda graphs greedy rnnt inference squash
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[ "jenkins", "@titu1994 for RNNT review. \r\n@galv instead of `go_very_fast` can you change to `enable_cuda_graphs=true` something like that? ", "This PR is ready for review. @artbataev @titu1994 would you be willing?", "I can review this tomorrow @artbataev could you review it too ?", "Cool, I will review t...
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# What does this PR do ? Speeds up RNN-T greedy decoding greatly by eliminating the 90% of the time that the GPU is idle, waiting on the CPU, via cuda graphs with conditional nodes. Here are some results for transcribing librispeech test other, a 5.4 hour dataset, on an A100, with bfloat16, at batch size 16: ...
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Gradient accumulation hack to support EP
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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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Multimodal required NLP base model changes
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# What does this PR do ? Some of the base codes need to be modified in order for multimodal optimization to work. **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by line info of high level changes in this PR. # Usage * You can potentially add a usage example be...
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add sbert
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# What does this PR do ? Adding Megatron Sentence Bert **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...
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Fast Conformer training from scratch doesn't converge (WER = 1 ) , but it converges on pretrained model
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[ "What is the amount of data you are pretraining with ? We pretrain these asr models with 25,000 hours of speech. Small amounts of data for pretraining will mean you need to experiment a lot with hyper parameters to get it to converge. ", "I am training with 150 hours of data, I trained it about 15 epochs ,\nBut W...
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Hello! I have a problem when I train ASR models from scratch on my arabic dataset when I use pretrained fast-conformer model, It works well and converges ![image](https://github.com/NVIDIA/NeMo/assets/153502163/160bc027-00d4-4522-8953-9e4bdeb32a50) and these are predicted and refrence results ![image](https...
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add knobs for rope/swiglu fusion
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CONTRIBUTOR
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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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removed deprecated peft model
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Avoid the attention mask materialization
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# What does this PR do ? The attention mask requires 1 * seq_len * seq_len * 4 bytes memory per GPTDataset. It will overwhelm CPU RAM memory when we have extremely long sequence. The PR avoids mask materialization when it's not needed. **Collection**: [Note which collection this PR will affect] # Changelog -...
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updated online sample mapping
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# What does this PR do ? Remove left-over prints in NeMo+Lhotse code **Collection**: All speech collections # 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 th...
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FileNotFoundError: [Errno 2] No such file or directory: 'megatron/core/requirements.txt'
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[ "Having same issue when installing from pip:\r\n```\r\nCollecting megatron-core==0.4.0 (from nemo_toolkit[all])\r\n Downloading megatron_core-0.4.0.tar.gz (154 kB)\r\n ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 154.8/154.8 kB 8.7 MB/s eta 0:00:00\r\n Installing build dependencies ... done\r\n Getting requireme...
2024-01-16T15:00:01
2024-04-22T01:45:36
2024-04-22T01:45:35
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**Describe the bug** Can't install nemo-toolkit **Steps/Code to reproduce bug** Tried to do it through pip and source and getting: ```shell error: subprocess-exited-with-error × Getting requirements to build wheel did not run successfully. │ exit code: 1 ╰─> [18 lines of output] Traceback (...
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Feature Request - MAML Support
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2024-01-16T08:51:23
2024-02-24T01:42:58
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**Feature Request:** I would like to request the addition of support for Model-Agnostic Meta-Learning (MAML) in the NVIDIA NeMo Toolkit. MAML is a powerful meta-learning algorithm that allows models to quickly adapt to new tasks. **Why is this feature important?** Its inclusion in the NeMo Toolkit would benefit fo...
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onnx export for G2P models
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[ "Hello,\r\n\r\ni am trying to make G2P models exportable, but i am running into issues with ONNX export.\r\nI hope someone here can guide me to the correct solution.\r\n\r\n\r\n", "both (t5 and ctc) return this error:\r\ni am guessing i am doing something wrong with the output types ?\r\n\r\n```\r\nTraceback (mos...
2024-01-16T06:19:05
2024-03-20T09:00:18
2024-03-20T09:00:17
CONTRIBUTOR
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# What does this PR do ? Adds support for ONNX export to G2P models (CTC/byT5) **Collection**: tts # 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**: - [x] Make sure you read and followed [Contributor guide...
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Support GPT MCore models in M-LM->NeMo Conversion Script
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2024-01-16T05:08:10
2024-03-04T22:53:27
2024-02-29T23:29:36
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# What does this PR do ? Add support for MCore GPT models in the Megatron-LM to NeMo model conversion script. The script originally supported legacy M-LM -> legacy NeMo conversion. The script now supports two more paths: legacy M-LM -> MCore NeMo, and MCore M-LM -> MCore NeMo conversions. MCore M-LM -> legacy...
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[ "jenkins", "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." ]
2024-01-15T17:33:52
2024-02-08T01:43:38
2024-02-08T01:43:37
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checkpoint_averaging_model_parallel.py Description update # 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 p...
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2024-01-15T16:44:11
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Set up microphone for Colab
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[ "Hi, the real-time streaming notebooks (such as that one) won't work in Colab unfortunately. You need to run the notebooks locally. They will not be able to record your microphone audio if you run them in Colab or in a Docker container." ]
2024-01-15T12:47:32
2024-01-18T00:07:48
2024-01-18T00:07:48
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Hello everyone I want to run the https://github.com/NVIDIA/NeMo/blob/main/tutorials/asr/Online_Offline_Microphone_VAD_Demo.ipynb in colab, but colab dose not access to the microphone. How can I resolve the issue?
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