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Update Dockerfile.ci to pre failure
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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." ]
2024-11-25T19:44:43
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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 vlm nemo run scripts
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asr + diarization config setting problem
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[ "I know the reason, it should be \n\n> #diarizer.speaker_embeddings.parameters.window_length_in_sec=[1.5,1.0,0.5] \\\n #diarizer.speaker_embeddings.parameters.shift_length_in_sec=[0.75,0.5,0.25] \\\n #diarizer.speaker_embeddings.parameters.multiscale_weights=[0.33,0.33,0.33] " ]
2024-11-25T09:00:25
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**Describe the bug** I am following the tutorial of asr+diariation under examples/speaker_tasks/diarization. I want to use diar_msdd_telephonic model so I have to add more parameters like this: ``` python clustering_diarizer/offline_diar_with_asr_infer.py \ diarizer.manifest_filepath='./manifest.json' \ diar...
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Fix strategies saving unsharded optimizer states
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2024-11-25T07:27:54
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# What does this PR do ? Example CI failure: https://github.com/NVIDIA/NeMo/actions/runs/11828217381/job/32975003718#step:5:243 The current behavior is that when `ckpt_save_optimizer=True`, only the sharded optimizer states are included in the checkpoint dict. However when `ckpt_save_optimizer=False`, the unshard...
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LLava next data module changes for energon and mock
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# What does this PR do ? LLava next data module changes for energon and mock **Collection**: [Note which collection this PR will affect] # Changelog - Modified NeVA Mock data module to support llava-next - Modified llava next sample/task encoder to include attention mask and image sizes # Usage * You ca...
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Extended neva model to support llava_next
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# What does this PR do ? Extended neva model to support llava_next **Collection**: VLM # Changelog - Utility functions for image tiling - LLaVA Next model class - LLaVA Next HF checkpoint importer class -NeVA fwd function changes to handle image tiling # GitHub Actions CI The Jenkins CI system...
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chore(beep boop 🤖): Bump `MCORE_TAG=9a75c72...` (2024-11-25)
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🚀 PR to bump `NVIDIA/Megatron-LM` in `Dockerfile.ci` to `MCORE_TAG=9a75c72f7b41e1e74322827be466d56dec53ccce`. 📝 Please remember the following to-do's before merge: - [ ] Verify the presubmit CI 🙏 Please merge this PR only if the CI workflow completed successfully.
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Huvu/t5 nemo2.0 nemoci 3b11b
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# What does this PR do ? Update recipes for 3B and 11B T5 model, to use `run.Config`, so the objects can be serialized when running with nemo_run. **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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🚀 PR to bump `NVIDIA/Megatron-LM` in `Dockerfile.ci` to `MCORE_TAG=c10721e354144dda3123e02f4de050fa8cc2d6d2`. 📝 Please remember the following to-do's before merge: - [ ] Verify the presubmit CI 🙏 Please merge this PR only if the CI workflow completed successfully.
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Fine-tuning ASR Lightning Error
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[ "I was able to solve this by pulling the Nemo code from the 2.0.0 tag, and using that. I believe a mismatch in source code and the nemo library caused this. Probably because of the recent commit that changed from 'pytorch_lightning' -> 'lightning.pytorch'." ]
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**Describe the bug** I'm getting this error when trying to fine-tune the Parakeet model using the `/examples/asr/speech_to_text_finetune.py` file. ```python Exception has occurred: TypeError `model` must be a `LightningModule` or `torch._dynamo.OptimizedModule`, got `EncDecCTCModelBPE` File "/Users/gerrycervantes/c...
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🚀 PR to bump `NVIDIA/Megatron-LM` in `Dockerfile.ci` to `MCORE_TAG=a9d040c355f7f2d3ead209931cd95d61167494fa`. 📝 Please remember the following to-do's before merge: - [ ] Verify the presubmit CI 🙏 Please merge this PR only if the CI workflow completed successfully.
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# What does this PR do ? Hf -> HF Since io.IOMixin, fn.FNMixin exist (three capital letter in a row). **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 ``...
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# What does this PR do ? Add VLM running scripts and github action CI tests. **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...
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# What does this PR do ? Update wfst_text_normalization doc to reflect coverage of Hindi TN/ITN **Collection**: N/A # 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 t...
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calculate metrics for nemo2 sftpeft notebook
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Causal Codec decoder implementation
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# What does this PR do ? It implements the causal codec decoder and also adds the fixes done by Kevin
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Fix transcribe speech
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# What does this PR do ? Adds check for timestamps when only override_cff is used. **Collection**: ASR # Changelog - update timestamps check based on override_cfg value # GitHub Actions CI The Jenkins CI system has been replaced by GitHub Actions self-hosted runners. The GitHub Actions CI will...
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Enable packed dataset for validation; add a2a_experimental argument
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# What does this PR do ? Add a one line overview of what this PR aims to accomplish. **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by line info of high level changes in this PR. # Usage * You can potentially add a usage example below ```python # Add a cod...
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Fix selective restore by explicitly verifying keys
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io.load_checkpoint always loads the entire state including `optimizer`. For selective restore, we need to explicitly select keys to restore.
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Add missing test to CICD needed list
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Add missing test to CICD needed list
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Rewire tokenizer exception handling in model resume
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# What does this PR do ? Rewrite the error handling strategy when model does not have tokenizer. Previously the bare try-except block would mask out actual errors such as wrong model path. **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by line info of high leve...
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NeMo docker image 24.09 shows weird FileNotFoundError for shards FileNotFoundError: [Errno 2] No such file or directory: '/tmp/tmpxoyazmhf/model_weights/model.decoder.layers.self_attention.core_attention._extra_state/shard_0_32.pt'
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2024-11-22T02:15:20
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Hello everyone and Nvidia folks, We are trying to finetune llama3_1_8b_instruct. (70b as well after 8b) Docker pull Nvidia NeMo docker image 24.09 and run inside a container. Using this notebook from Brev (now part of Nvidia) https://github.com/brevdev/notebooks/blob/main/llama31_law.ipynb The error below happen...
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Revert "update hypothesis when passed through cfg"
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Reverts NVIDIA/NeMo#11366
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chore(beep boop 🤖): Bump `MCORE_TAG=ddd920f...` (2024-11-22)
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🚀 PR to bump `NVIDIA/Megatron-LM` in `Dockerfile.ci` to `MCORE_TAG=ddd920f9dd1b20f259314a969513372008d5ee2c`. 📝 Please remember the following to-do's before merge: - [ ] Verify the presubmit CI 🙏 Please merge this PR only if the CI workflow completed successfully.
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Micro-optimizations with ~16% speedup Canary training on 1GPU
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Deprecate old preemption callback
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# What does this PR do ? There are 2 nearly equivalent classes for handling preemption. This PR adds a deprecation warning for the older version Old: https://github.com/NVIDIA/NeMo/blob/main/nemo/utils/callbacks/preemption.py New: https://github.com/NVIDIA/NeMo/blob/main/nemo/lightning/pytorch/callbacks/preemption...
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add fix to recipe
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Fix deploy conflicts in llm.api
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In `llm.api.deploy`, the function is also named `deploy` and the import is also named `deploy` as `from nemo.collections.llm import deploy`. This PR fixes the imports to avoid the name conflicts. Currently, python gives an attribute error when doing `deploy.` because of the naming conflict.
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update hypothesis when passed through cfg
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Fix Gemma2 Attention Args
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Fix DDP unused param error when TE is enabled in NeMo Lite
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# What does this PR do ? Fixed DDP issue with TE
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11,363
Fix environment variables in torchrun executor
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2024-11-21T18:09:10
2024-11-25T10:25:53
2024-11-25T10:25:51
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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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11,362
Remove logic to skip checkpoint save if checkpoint exists
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[ "based on current test failure, looks like this requires changes in MCore as well to handle and existing dist ckpt dir. i'd say we should make that change first before merging this", "> based on current test failure, looks like this requires changes in MCore as well to handle and existing dist ckpt dir. i'd say w...
2024-11-21T17:44:44
2024-11-26T17:41:45
2024-11-26T17:41:43
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11,361
Shape mismatch between fastcont_hybrid_bpe_large.yaml config and 110M TDT-CTC Model, when using custom 1024 size tokenizer
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[ "You can use the following program to modify your vocabulary. Additionally, the reason it is 1030 is that it originally consists of 1024 + 5 (duration tokens) + 1 (padding).\n\n```python\nasr_model=ASRModel.from_pretrained('nvidia/parakeet-tdt_ctc-110m')\nasr_model.change_vocabulary(\n new_tokenizer_dir=\"your_t...
2024-11-21T16:50:36
2024-11-22T10:42:39
2024-11-22T10:42:38
CONTRIBUTOR
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Hello! I am trying to fine-tune a Parakeet 110M TDT-CTC model, but with a different tokenizer with 1024 tokens. I get the following error when i do `asr_model.maybe_init_from_pretrained_checkpoint(cfg)`, from which I understand that the huggingface model's TDT decoder has 1030 tokens? From the model card I understood ...
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11,360
Drastic difference between .nemo and HF checkpoint
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[ "I have compared a bunch of things between the 2 models and looks like there is a large difference between the logits of the 2 models.\n\n```\nnemo_model = MegatronGPTModel.restore_from(\n nemo_path,\n trainer=dummy_trainer,\n override_config_path=model_config,\n map_location=map_location\n)\n\n# Load H...
2024-11-21T13:08:59
2025-01-01T02:03:36
2025-01-01T02:03:36
NONE
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**Describe the bug** I have trained a llama-like model with nemo using the below model config: ``` model: mcore_gpt: True micro_batch_size: 1 global_batch_size: 512 tensor_model_parallel_size: 1 pipeline_model_parallel_size: 1 virtual_pipeline_model_parallel_size: null context_parallel_size: 1 encoder_...
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11,359
Doesn't have the shards in expected directory.
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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." ]
2024-11-21T12:47:29
2024-12-29T02:04:09
2024-12-29T02:04:08
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**Describe the bug** I was trying to run the following lines: ``` %%bash # Set paths to the model, train, validation and test sets. MODEL="./llama-3_1-8b-instruct-nemo_v1.0/llama3_1_8b_instruct.nemo" TRAIN_DS="[./curated-data/law-qa-train_preprocessed.jsonl]" VALID_DS="[./curated-data/law-qa-val_preprocessed.jsonl...
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11,358
update SquadDataModule to use run.config
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[ "<!-- pylint-output-strict-mode-false -->\n\nbeep boop 🤖: 🙏 The following files have warnings. In case you are familiar with these, please try helping us to improve the code base.\n\n---\n\nYour code was analyzed with PyLint. The following annotations have been identified:\n\n```\n************* Module nemo.collec...
2024-11-21T03:53:10
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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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11,357
Sequence packing with ChatDataset
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[ "Sequence packing steps can found [here](https://docs.nvidia.com/nemo-framework/user-guide/24.07/llms/starcoder2/dataprep.html?highlight=packed#step-4-prepare-packed-dataset)\n\nTo make it work for chat dataset, you probably need to add the chat format option, like this:\n```\npython /workspace/sequence_packing/tok...
2024-11-21T01:56:47
2025-01-06T02:01:13
2025-01-06T02:01:12
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Hello, may I know how to use gpt_sft_chat_dataset with sequence packing? I couldnt find documentation related to it. I only found to convert from input-output format.
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Fix linear layer replacement
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2024-11-21T01:49:38
2024-11-21T12:43:35
2024-11-21T12:43:34
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# What does this PR do ? Fixes the bug with TE linear layer replacement
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chore(beep boop 🤖): Bump `MCORE_TAG=81fee9b...` (2024-11-21)
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🚀 PR to bump `NVIDIA/Megatron-LM` in `Dockerfile.ci` to `MCORE_TAG=81fee9b0047fb3ac6001b5e71e4df89fc01b2a1c`. 📝 Please remember the following to-do's before merge: - [ ] Verify the presubmit CI 🙏 Please merge this PR only if the CI workflow completed successfully.
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Add a fix for single-GPU nsys.
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The SingleDeviceStrategy never sets the requisite attribute; workaround it in the profiling code. # What does this PR do ? Fixes using the nsys callback for single-GPU benchmarking. **Collection**: core # Changelog - Fix for cuda profiling of single-GPU runs # Usage ```python nsyscb = nl.pytorch...
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Fix formatting errors
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AttributeError: module 'threading' has no attribute '_Condition
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**Describe the bug** HuggingFace datasets imported by nemo.collections.llm.gpt.data in /opt/NeMo/nemo/collections/llm/gpt/data/__init__.py:15 `from nemo.collections.llm.gpt.data.dolly import DollyDataModule` /opt/NeMo/nemo/collections/llm/gpt/data/dolly.py:20 `from datasets import load_dataset` usr/local/lib/python3...
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Remove default mutable arguments from AbstractEmbModel constructor
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# What does this PR do ? This PR changes the constructor signature to avoid setting an empty list as the default value for these arguments. This change is backwards compatible with existing callers. **Collection**: Diffusion # Changelog - Remove default mutable arguments from AbstractEmbModel constructor ...
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Add support for restoring from 2.0 checkpoint in 1.0
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Remove default mutable arguments from AbstractEmbModel constructor
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# What does this PR do ? This changes the constructor signature. This change is backwards compatible with existing callers. **Collection**: [Note which collection this PR will affect] Diffusion for NeMo2 # Changelog - Remove default mutable arguments from `AbstractEmbModel` constructor # Usage * You ca...
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Llama3 conversion from Megatron DCP checkpoints to HF [NeMo 1.0]
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# What does this PR do ? Improves docs and fixes tool to convert from a NeMo/Megatron DCP checkpoint to a HF checkpoint **Collection**: NLP # Changelog - Added cmd launch to convert from NeMo/Megatron DCP checkpoint to .nemo - Fixed `scripts/checkpoint_converters/convert_llama_nemo_to_hf.py` # Usage Hi...
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Export & deploy updates (part II)
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# What does this PR do ? Several updates & bugfixes for `nemo.export` module. * Fixing `UnboundLocalError` when building tokenizer in `nemo/export/trt_llm/nemo_ckpt_loader/nemo_file.py` * Making vLLM deployment consistent with TRT-LLM as for `output_generation_logits` (disabled in case of vLLM for now) * Using `B...
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pass trust_remote_code to AutoTokenizer
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# What does this PR do ? left-over from https://github.com/NVIDIA/NeMo/pull/11313 :/ **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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# What does this PR do ? ``` model = MegatronAutoModel("meta-llama/Llama-3.1-8B") print(model) > LlamaModel() ``` **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 exampl...
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NeMo-UX: use input_ids instead of tokens in HfAutoModelForCausalLM
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# What does this PR do ? HfAutoModelForCausalLM's forward used input named `tokens` but the underlying model was using `input_ids` coincidenting with mcore's `input_ids`. -> renamed param to `input_ids` to have a unified interface. **Collection**: [Note which collection this PR will affect] # Changelog - Add...
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Add sample generate to PTQ for NeMo 2.0
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# What does this PR do ? Adds optional sample generate to PTQ and validation of the exported checkpoint **Collection**: llm # 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 demonstrati...
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NeMo-UX: make llm api ingest nn module
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# What does this PR do ? The goal of this PR is to extend the type of `model` argument of `llm.api` from `LightningModule` to `Union[LightningModule, nn.Module, fdl.Config]`, therefore allowing users to pass either instantiated models (nn.Module) or a config to be instantiated. This change enables further flexib...
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Fix CLIP transformer layer api
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# What does this PR do ? Fix CLIP transformer layer api for a ci failure **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 `...
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Sortformer Diarizer 4spk v1 model PR Part 2: Unit-tests for Sortformer Diarizer.
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# What does this PR do ? This is the second PR that deals with unit tests for Sortformer Diarizer Model, 4 speaker limit, v1 model. **Previous PR:** This is PR 2nd out of 3. 1st PR: https://github.com/NVIDIA/NeMo/pull/11336 3rd PR: <Coming Soon> **Sortformer Paper:** [Sortformer Paper Link](https://arx...
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Add llama 3.2 1b and 3b
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Leave target_module as default in PEFT Recipes
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# What does this PR do ? Leave target_module as default in PEFT Recipes. Only specify target_module as linear_qkv in performance recipes to match with published performance numbers. Otherwise leave it as default to match with other models. **Collection**: [Note which collection this PR will affect] # Changel...
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Add BERT Model To NeMo2.0
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chore(beep boop 🤖): Bump `MCORE_TAG=b6866ae...` (2024-11-20)
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🚀 PR to bump `NVIDIA/Megatron-LM` in `Dockerfile.ci` to `MCORE_TAG=b6866aed34d28fc37e352f3bae53fa48ad150952`. 📝 Please remember the following to-do's before merge: - [ ] Verify the presubmit CI 🙏 Please merge this PR only if the CI workflow completed successfully.
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# What does this PR do ? The output of patched `batch_decode` method differs from the desired output used so far (dropped one level of nesting). This resulted in empty `model_output` after [postprocessing in Lambada accuracy check](https://github.com/NVIDIA/NeMo/blob/425a4dd0f31ca10b83ad42bb540e8007f2f9bf1b/tests/ex...
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[ "[🤖]: Hi @ko3n1g 👋,\n\nWe wanted to let you know that a [CICD pipeline](https://github.com/NVIDIA/NeMo/actions/runs/11919235376) for this PR just finished successfully\n\nSo it might be time to merge this PR or get some approvals\n\nI'm just a bot so I'll leave it you what to do next.\n\n//cc @pablo-garay @ko3n1g...
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# What does this PR do ? This PR pushes dependencies from Dockerfile to down to requirements files. This is done for all dependencies except of Apex, because Apex stricly requires `--no-build-isolation`. This is a bad practice and not required for other dependencies, so I decided to separate it. What's missing to...
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[ "[🤖]: Hi @akoumpa 👋,\n\nWe wanted to let you know that a [CICD pipeline](https://github.com/NVIDIA/NeMo/actions/runs/12319937751) for this PR just finished successfully\n\nSo it might be time to merge this PR or get some approvals\n\nI'm just a bot so I'll leave it you what to do next.\n\n//cc @pablo-garay @ko3n1...
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# What does this PR do ? Adding AutoModelForImageTextToText and PeFT example for instruct models. Tested with: - Llama-3.2-11B-Vision-Instruct - Qwen/Qwen2-VL-2B-Instruct **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by line info of high level changes in...
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Inference code request
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2024-11-19T09:22:04
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Hi there, I gone through the repo, and i ran the inference for speaker diarization on toy sample using system VAD, its giving the output. But for the recorded audio file its giving errors. can you provide the code for custom samples inference for system VAD.
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chore(beep boop 🤖): Bump `MCORE_TAG=f214627...` (2024-11-19)
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🚀 PR to bump `NVIDIA/Megatron-LM` in `Dockerfile.ci` to `MCORE_TAG=f214627ac3fb228b4079e3eb897302337e1e577f`. 📝 Please remember the following to-do's before merge: - [ ] Verify the presubmit CI 🙏 Please merge this PR only if the CI workflow completed successfully.
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# What does this PR do ? Add different recipe examples to NeMo 2.0 **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 demonstr...
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# What does this PR do ? Fix a previous workaround in llama32 vision to use attention bias in attention calculation. **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 co...
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**Is your feature request related to a problem? Please describe.** TensorRT-LLM only accepts a single rank .nemo LoRA checkpoint (in the case of Llama 3.1 8b). Therefore, the only way to use my fine-tuned model with TensorRT-LLM backend is to merge my distributed LoRA checkpoints into the base model using the scripts/...
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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 ? Add the env var (`NCCL_P2P_NET_CHUNKSIZE`) that adjusts P2P communication chunk size to nemo 2.0, which is critical to unload the buffering time from NCCL kernel execution time. # Changelog Added `NCCL_P2P_NET_CHUNKSIZE` nemo 2.0 env var plugin # Usage Set `nccl_pp_comm_chunksize` i...
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chore(beep boop 🤖): Bump `MCORE_TAG=6c88bfc...` (2024-11-18)
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🚀 PR to bump `NVIDIA/Megatron-LM` in `Dockerfile.ci` to `MCORE_TAG=6c88bfce1c11b4fc80d2e6a3b13d5d80a66c0371`. 📝 Please remember the following to-do's before merge: - [ ] Verify the presubmit CI 🙏 Please merge this PR only if the CI workflow completed successfully.
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# What does this PR do ? There was a crash when nvidia_torch_version came back as None because it was still being used before the None check. **Collection**: [NLP] # Changelog Fixed crash when NVIDIA_PYTORCH_VERSION is not set # Usage * You can potentially add a usage example below Run a anything that e...
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🚀 PR to bump `NVIDIA/Megatron-LM` in `Dockerfile.ci` to `MCORE_TAG=ce507eeafd6a40027f623734d78a4d9595ee50a2`. 📝 Please remember the following to-do's before merge: - [ ] Verify the presubmit CI 🙏 Please merge this PR only if the CI workflow completed successfully.
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Japanese model name for Forced Aligner
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2024-11-16T17:05:42
2024-12-25T01:57:47
2024-12-25T01:57:46
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Somebody tell me the name of the model to be used with the Forced Aligner for Japanese Language, the english one works but, I'm looking for a japanese one and latest with more accuracy, Thanks.
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# What does this PR do ? Use `lightning` instead of `pytorch_lightning`. Depends on #11252 . **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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chore(beep boop 🤖): Bump `MCORE_TAG=63b8520...` (2024-11-16)
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🚀 PR to bump `NVIDIA/Megatron-LM` in `Dockerfile.ci` to `MCORE_TAG=63b85200e970664c109c8e21e17803370547d354`. 📝 Please remember the following to-do's before merge: - [ ] Verify the presubmit CI 🙏 Please merge this PR only if the CI workflow completed successfully.
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Added clamp to SFT loss denominator
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# What does this PR do ? Fixes a situation where the SFT loss for MegatronGPTModel for a minibatch will be NaN if loss_mask for at least one sample has all zeros **Collection**: NLP # Changelog - nemo/collections/nlp/models/language_modeling/megatron_gpt_model.py: adds a clamp to the denominator of the SFT l...
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OOM with RAM with Lhotse
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**Describe the bug** When training a model consuming more memory, I noticed that my training would stop after a constant number of epochs. Upon further investigation, I found that during training / validation, the memory usage of the CPU memory (RAM) continues to rise and never get released, which results in OOM after...
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remove redundant docs
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Revert "fix(export): GPT models w/ bias=False convert properly"
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Reverts NVIDIA/NeMo#11255 This PR broke other models and was unnecessarily fixing gptnext when I should have just used llama
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ci: Exclude CPU machines from scan
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fix perf plugin CUDA_DEVICE_MAX_CONNECTIONS setting
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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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[ "[🤖]: Hi @ko3n1g 👋,\n\nWe wanted to let you know that a [CICD pipeline](https://github.com/NVIDIA/NeMo/actions/runs/11894945859) for this PR just finished successfully\n\nSo it might be time to merge this PR or get some approvals\n\nI'm just a bot so I'll leave it you what to do next.\n\n//cc @pablo-garay @ko3n1g...
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Missing BOS tokens for HF tokenizer
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**Describe the bug** In the current implementation of HF AutoTokenizer, the tokenizer does not behave in the same way as the HF version. I noticed the problem with the BOS token (which is extremely important for the Gemma 2 model). Specifically, the problem occurs with `text_to_ids` function, https://github.com/NVIDIA...
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# What does this PR do ? This adds a new directory `nemo.experimental` where experimental code can be added. This follows the ask to allow for Megatron experimental code. A custom pylint checker was added to prevent leakage of experimental code into production code. This is done by prohibiting importing `nemo.ex...
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# What does this PR do ? Interface for asymmetric pipeline schedule, where the first and the last Transformer layers use a dummy layer so they have only embedding and logit+loss functions. # Changelog - Add `standalone_embedding_stage` and `standalone_loss_stage` to enable dummy Transformer layer in the first a...
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Fix broken links
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# What does this PR do ? Fix broken links # 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 necessary tests? - [ ] Did you add or update any necessary doc...
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Add openai-gelu in gated activation for TRTLLM export
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# What does this PR do ? Add openai-gelu in gated activation for TRTLLM export **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 snip...
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