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test for black 2 [NOT FOR MERGING]
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2024-04-23T12:28:29
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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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Implement DistributedCheckpointIO
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# What does this PR do ? This PR sets the ground for more advanced distributed checkpointing features, like fully parallel save/load or async save which will be configured and implemented as part of DistributedCheckpointIO plugin. It doesn't introduce any new features, just refactors existing behavior. **Collecti...
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Prevent duplicated checkpoints
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# What does this PR do ? This PR fixes the behavior of encountering an existing distributed checkpoint. Previously the save was skipped based on logic in `NLPDDPStrategy.save_checkpoint`, which is not a good place for such logic (strategy should just save the checkpoint). This PR reuses the PTL versioning mechanism ...
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Simplify sharded_state_dict saving
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2024-04-23T08:27:12
2024-05-15T01:47:22
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# What does this PR do ? Simplify NLPDDPStrategy.save_checkpoint methods by using native PTL mechanism for state dict construction. **Collection**: NLP # Changelog - Create optimizer state dict with `optimizer_state` method - Create model state entirely in `on_save_checkpoint` method # Usage * You can p...
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Fix requirement for `megatron-core>0.6.0`
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2024-04-23T07:49:01
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# What does this PR do ? This PR fix the following error when build form `Dockerfile`: ``` [+] Building 3256.2s (33/41) docker:default => [internal] load build definition from Dockerfile ...
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[Bug fix] EP initialize in megatron fake initialize bug fix
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2024-04-23T07:40:20
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[NeMo-UX] Adding GPTModel & MockDataModule
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Temporarily remove mcore dep
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# What does this PR do ? Support training of multi-turn interaction trajectories in ChatML template format. # Changelog - Add specific line by line info of high level changes in this PR. # Usage The following example shows how to process a file with multi-turn chat trajectories in OpenAI Format to NeMo's ...
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# What does this PR do ? Currently, AED models do not use channel selector. If the input manifest is pointing to multi-channel audio files, transcription will fail with ``` AssertionError: Expected MonoCut. ``` This PR adds support for 1) setting `channel_selector` to an integer value, e.g., `0/1` to always...
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# What does this PR do ? Fix all current doc-building errors and most warnings. I have not fixed all warnings in the interest of making the PR not too large, and have tried to avoid making some changes that might conflict with @yaoyu-33 's current work on improving the doc structure. FAO @titu1994 : please look...
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# What does this PR do ? Change microbatch calculator implementation into mcore. Related to MCore # 24 **Collection**: [Note which collection this PR will affect] # Jenkins CI The Jenkins CI system has been replaced by GitHub Actions self-hosted runners. There's no need to comment `jenkins` on the PR to ...
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# What does this PR do ? make nemo lora compatible with HF ("canonical") lora. **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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# 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 ? Update requirements file **Collection**: [nlp] # Changelog - Change mcore version to greater or equal # Usage * You can potentially add a usage example below ```python # Add a code snippet demonstrating how to use this ``` # Jenkins CI The Jenkins CI system has been r...
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Improved random seed configuration for Lhotse dataloaders with docs
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[ "Thanks @erastorgueva-nv, for some reason I thought it's required by sphinx. It should look much better indeed!", "Docs LGTM" ]
2024-04-22T19:01:46
2024-04-26T21:10:04
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# What does this PR do ? * Comprehensive documentation about random seed configuration, behavior, and effects on dataloading. * Backward-compatible changes to random seed configuration in training. * Allows more precise control over randomness; this work was triggered by the need to support mixed data-parallel (DP...
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9,000
is Forced Alignment available on prebuilt Docker images?
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[ "Hi! If you want use NeMo, you can either use the PyTorch container and install NeMo on it, or use a NeMo speech container. There are instructions for both in the README, e.g. [here](https://github.com/NVIDIA/NeMo/tree/main?tab=readme-ov-file#docker-containers). AFAIK, neither type of container contains any of the ...
2024-04-22T18:03:20
2024-05-24T18:27:36
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Hello! I'm working with the Forced aligner and so far everything has been positive! Now I wanted to use the prebuilt docker images provided by Nvidia, but when exploring the images I don't see any reference to the Forced Aligner script I used on the Google Colab example you provide. Is this expected? Do I hav...
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add geglu to mlp swap
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add timeout for new_group
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2024-04-22T16:46:21
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CONTRIBUTOR
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# What does this PR do ? Based on https://github.com/NVIDIA/Megatron-LM/commit/e69187bc3679ea5841030a165d587bb48b56ee77, this PR aims to make user-set timeout applicable to all ProcessGroups instead of just default ProcessGroups **Collection**: [Note which collection this PR will affect] # Changelog - During...
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test for update_black [NOT FOR MERGING]
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[ "@ipmedenn Thanks, it works now. Closing this PR, but need another one to test changes)" ]
2024-04-22T12:36:04
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[NeMo-UX] Adding megatron strategy
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Simplify sharded_state_dict saving
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# What does this PR do ? Simplify NLPDDPStrategy.save_checkpoint methods by using native PTL mechanism for state dict construction. **Collection**: NLP # Changelog - Create optimizer state dict with `optimizer_state` method - Create model state in `on_save_checkpoint` method # Usage * You can potentiall...
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Can't train/finetune a model on two RTX4090
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[ "Looks to me an issue with environment. \r\n\r\nPls run with python 3.10 \r\n\r\nFYI: @athitten ", "This is because I ran it in Jupyter Notebook." ]
2024-04-21T18:42:02
2024-05-24T16:44:01
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**Describe the bug** Can't train/finetune TitaNet model using two RTX4090. ``` --------------------------------------------------------------------------- RuntimeError Traceback (most recent call last) Cell In[22], line 1 ----> 1 trainer.fit(speaker_model) File ~/miniconda3/env...
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8,992
Context parallel does not work in some cases which works well using megatron-lm directly
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[ "Met the same timeout issue. The issue is coming from NCCL default timeout value not set effectively when NeMo calls Megatron. If using NCCL backend, the default timeout value is changed to [10 mins](https://pytorch.org/docs/2.3/distributed.html#torch.distributed.init_process_group). That's why you see NCCL timeout...
2024-04-21T13:17:34
2024-07-15T01:52:31
2024-07-15T01:52:31
NONE
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**Describe the bug** Context parallel does not work in some cases, such as pretrain llama-34b with 64 A800 GPUs and seqlen>=32768. **But using megatron-lm directly has no problem with the same config**. I want to use the SFT support like sequence packing in Nemo, hope to solve this soon. **Environment details** ...
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Add safety checks for 'data' key in MegatronGPTModel cfg
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# What does this PR do ? Add safety checks for 'data' key in MegatronGPTModel cfg **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 s...
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Update dependency install for LLM and MM
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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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mixtral evaluation PR
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[ "@ethanhe42 \r\ntoo messy to fix the signature issue for the previous pr: https://github.com/NVIDIA/NeMo/pull/8988\r\nSo restart a new one. LOL..\r\n", "@Slyne could you move doc to `docs/source/multimodal/mllm/video_neva.rst` ?", "@ethanhe42 Done." ]
2024-04-19T22:35:39
2024-05-06T19:02:27
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CONTRIBUTOR
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Please refer to the previous PR: https://github.com/NVIDIA/NeMo/pull/8988
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Small fix for Mixtral as judge eval pipeline
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2024-04-19T20:03:38
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# What does this PR do ? This PR is a fix for https://github.com/NVIDIA/NeMo/pull/8634. **Collection**: No collection would be affected. We can run the script independently. And nemo dependency is not needed. # Changelog - Fix small bugs - Add doc # Usage For internal usage and evaluate the neva re...
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[NeMo-UX] Adding MegatronParallel
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2024-04-19T19:29:28
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NeMo-UX PR 1, add megatron_parallel.py and associated tests
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2024-04-19T18:07:38
2024-08-01T19:59:30
2024-05-11T01:44:54
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# What does this PR do ? With EP enabled mcore_gpt is required (previously was checking megatron_amp_O2 whether it was enabled). **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 usa...
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Fix incorrect link to latest news in README
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PR fixes an incorrect link that one of the latest news bullets points to.
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Fix checkpoint saving with checkpoint_callback_params.save_weights_only
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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." ]
2024-04-19T17:03:02
2024-05-13T01:46:15
2024-05-13T01:46:14
CONTRIBUTOR
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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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2,253,267,738
I_kwDOC_bI7s6GTiMa
8,983
Is frame marblenet VAD still supported?
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2024-04-19T15:18:58
2024-04-19T15:20:01
2024-04-19T15:20:01
CONTRIBUTOR
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Hello, I have tried downloading and using the frame marblenet vad, but it returns 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 --2024-01-23 16:14:29-- https://api.ng...
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8,982
TDT confidence fix
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[ "> I found 2 problems with the current implementation:\r\n\r\nI think I fixed those problems. Could you please check again?" ]
2024-04-19T12:17:22
2024-04-21T10:39:27
2024-04-21T10:39:27
COLLABORATOR
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# What does this PR do ? This PR enables confidence scores computing for TDT models. It introduces a new `ConfidenceConfig` parameter named `tdt_include_duration` which allows caclulating frame-level confidence for the token duration prediction. **Collection**: [ASR] # Changelog - Add specific line by lin...
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8,981
Implement DistributedCheckpointIO
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2024-04-19T11:48:58
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# What does this PR do ? This PR sets the ground for more advanced distributed checkpointing features, like fully parallel save/load or async save which will be configured and implemented as part of DistributedCheckpointIO plugin. It doesn't introduce any new features, just refactors existing behavior. Note: the ...
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Prevent duplicated checkpoints
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2024-04-19T11:43:44
2024-04-24T07:57:06
2024-04-24T07:57:05
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# What does this PR do ? This PR fixes the behavior of encountering an existing distributed checkpoint. Previously it caused saving skip, this PR reuses the PTL versioning mechanism to adjust the checkpoint name accordingly **Collection**: NLP # Changelog - fix the behavior of skipping duplicate checkpoint b...
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docs and simplification of cmd args
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[ "jenkins", "Great doc @arendu , just a few typos to fix. Btw, I saw no Jenkins test, is cicd-main.yml the replacement? " ]
2024-04-19T05:26:08
2024-04-29T16:48:35
2024-04-29T16:48:34
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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 PR template
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2024-04-19T01:40:35
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Add safe extraction of nemo tar files
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2024-04-18T21:48:02
2024-05-02T16:48:11
2024-05-02T16:48:10
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# What does this PR do ? Enables safe extraction of nemo tar files in the SaveRestoreConnector class. To avoid security risks of arbitraty file writes via maliciously crafted paths in the tar file, the safe extraction checks: 1) The member paths within tar archive do not contain any absolute paths or path traver...
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8,975
Update Llama Conversion Script to Support Llama3
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2024-04-18T18:56:44
2024-05-02T15:33:05
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# What does this PR do ? support Llama3 model conversion. **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by line info of high level changes in this PR. # Usage ```python python scripts/checkpoint_converters/convert_llama_hf_to_nemo.py --input_name_or_path P...
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Update gemma for trt-llm 0.9
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[ "LGTM", "@meatybobby Could you please approve the PR on the code changes tab? We need one approval to be able to merge the PR.", "jenkins" ]
2024-04-18T18:44:40
2024-04-24T19:48:52
2024-04-24T19:48:52
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# What does this PR do ? Updates gemma export for trt-llm 0.9 **Collection**: None # Changelog - Update gemma export for trt-llm 0.9 **PR Type**: - [ ] New Feature - [x] Bugfix - [ ] Documentation
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`megatron_gpt_finetuning.py` does not work `max_epochs`
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[ "It is not possible to set `trainer.max_epochs` when you set `trainer.max_steps`, due to by default `trainer.max_epochs` is ignored.\r\n\r\nTo set `trainer.max_epochs` you must do it without `trainer.max_steps` but by default `trainer.max_steps=20000` is set.\r\n\r\nYou should find a `trainer.max_steps` setting tha...
2024-04-18T15:14:17
2024-06-09T01:51:39
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`examples/nlp/language_modeling/tuning/megatron_gpt_finetuning.py` ignores `trainer.max_epochs`. Always refer to `trainer.max_steps` only. Tested on: `nvcr.io/nvidia/nemo:24.03.framework` Test case: `trainer.max_steps=200` and `trainer.max_epochs=1` (187 steps)  - 200 step job finished `trainer.max_steps=200`...
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RNN-T and TDT inference: use CUDA graphs by default
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[ "jenkins", "jenkins", "@galv, @titu1994 Please, review the PR\r\n\r\nThe only issue I see for now is that the Frame-Looping algorithm does not have fallback behavior, and setting `loop_labels=false` without `use_cuda_graph_decoder=false` (default - `true`) can cause failures (if not all requirements are met fo...
2024-04-18T15:03:05
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# What does this PR do ? - enable CUDA graphs by default for inference (`transcribe_speech.py`, `speech_to_text_eval.py`) - add fallback behavior with partial CUDA graphs for Label-Looping algorithm implementation (TDT, RNN-T) - Use Cuda graphs _with while loops_ when all requirements are met (driver 545+, Cuda ...
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8,971
Error while exporting to TensorRTLLM format - AttributeError: 'NoneType' object has no attribute 'get'
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[ "@yaoyu-33 @pradeepdev-1995 Can I work on this issue?", "It seems the **model_config.yaml** file is being created inside temp directory during exporting ,but the created model_config.yml file is empty. that's why the Nontype object is returning\r\nI am using the given image ```nvcr.io/nvidia/nemo:24.01.gemma``` ...
2024-04-18T14:39:19
2024-06-17T01:50:22
2024-06-17T01:50:21
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I could finetune the gemma model and merge the adapter with base model by following this official notebook https://github.com/NVIDIA/GenerativeAIExamples/blob/main/models/Gemma/lora.ipynb Now Tried the given code for TensorRTLLM model conversion ``` from nemo.export import TensorRTLLM trt_llm_exporter = TensorRTLL...
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Error in coverting Mixtral-7B hf checkpoint to Nemo
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[ "Hi, which one do you want to use the mistral-7b or the mixtral-7b? if you want to use the mistral-7b please use convert_mistral_hf_to_nemo.py instead of convert_mixtral_hf_to_nemo.py. Thanks.", "This issue is stale because it has been open for 30 days with no activity. Remove stale label or comment or this will ...
2024-04-18T14:16:42
2024-07-18T20:22:23
2024-06-03T01:48:20
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**Describe the bug** I am trying to run the example run PEFT with Mistral 7B provided in NEVIDI DOCS HUB. When trying to convert Mistral-7B in huggingface format to nemo format. Got the error message ``` python3 /opt/NeMo/scripts/checkpoint_converters/convert_mixtral_hf_to_nemo.py --input_name_or_path=./mistral-...
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Update chatglm converter
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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." ]
2024-04-18T11:12:39
2024-05-10T01:46:09
2024-05-10T01:46:09
CONTRIBUTOR
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# What does this PR do ? Use the `args.input_name_or_path` to set `tokenizer.type` . **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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Why use two types of names? spe refers to the Google sentencepiece library tokenizer. bpe for SentencePiece tokenizer
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[ "The process tokenizer script decides between libraries - spe for sentencepiece, wpe for hugging face wpe. Spe is chosen cause it is possible to have different libraries implement the BPE algorithm - for example we used yttm for a long time which supported BPE for machine translation. \r\n\r\nThe Mixin class one re...
2024-04-18T07:35:33
2024-04-18T08:18:49
2024-04-18T08:18:48
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We can see this annotation (scripts/tokenizers/process_asr_text_tokenizer.py) : ![image](https://github.com/NVIDIA/NeMo/assets/20372403/f6e6fc5b-a7d6-4444-95b7-2c566e001f59) and than (nemo/collections/asr/parts/mixins.py): ![image](https://github.com/NVIDIA/NeMo/assets/20372403/518aa7ea-4e7f-42c8-97f4-e82c0f51d517...
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Any2any inference fix langid
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[ "Hi, @Davood-M This request is aimed to fix the language id mismatch issue when conducting inference on any2any model. Could you please review and merge it to a proper branch?", "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 wi...
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2024-05-11T01:44:57
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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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Any2any training load lang
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# What does this PR do ? linear_qkv could be fused or non-fused modules. Check the number of output from linear_qkv to grab qkv tensor. **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...
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[ "The CPU-only tests are failing on:\r\n\r\n```\r\n2024-04-25T23:47:10.4949722Z nemo/collections/asr/parts/preprocessing/features.py:466: in forward\r\n2024-04-25T23:47:10.4950460Z x, _, _ = normalize_batch(x, seq_len, normalize_type=self.normalize)\r\n2024-04-25T23:47:10.4951858Z nemo/collections/asr/parts/prep...
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Commit 1: Do feature normalization in parallel, rather than via a for loop. At large batch sizes, this becomes a bottleneck, taking about 9 ms at batch size 16, for example. See issue https://github.com/NVIDIA/NeMo/issues/8948. Commit 2: Remove all instances of cudaStreamSynchronize() in the featurizer whe...
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Added fusion for squared relu
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This PR adds support for fusing the squared-relu activation function.
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# What does this PR do ? Fix item 3 described in https://github.com/huggingface/transformers/pull/29402 **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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Load lang id any2any training mengruw
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Fix External CLIP Converter
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Add MegatronGPTDeployable for serving .nemo models in pytriton
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2024-04-17T22:58:05
2024-06-29T01:47:42
2024-06-29T01:47:41
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# What does this PR do ? We currently only support deploying TRTLLM models in the Triton inference server. This MR adds the necessary support to let us deploy .nemo models to Triton as well. **Collection**: deploy # Changelog - Adds MegatronLLMDeployable class which implements ITritonDeployable # Usage ...
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8,957
Enable Sequence Packing and Pipeline Parallel in NeVA
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2024-04-17T20:30:46
2024-04-30T20:12:34
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# What does this PR do ? Enable Sequence Packing and Pipeline Parallel in NeVA **Collection**: [Multimodal] # Changelog - Added Sequence Packing dataset preparation script - Update Neva Model and dataset to support packed dataset, also add args to turn on packed dataset - Enable Pipeline parallelism # U...
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8,956
Fix union type annotations for autodoc+mock-import rendering
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# What does this PR do ? Sphinx's autodoc with mocked imports cannot handle `a | b` typing syntax when one of the arguments is a forward reference (used by autodoc to substitute imported classes). Introducing forward references also brakes the type dispatch mechanism in `@singledispatch`. I used the opportunity to f...
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Changes to enable CUDA graph for LLM
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Update te install for jenkins
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Add config option for FP32 embedding grads
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2024-04-17T18:28:26
2024-06-05T22:22:08
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# What does this PR do ? Add a config option to control whether the distributed Adam optimizer stores embedding grads in FP32. **Collection**: NLP # Changelog - Add config option for FP32 embedding grads # Usage Run GPT, e.g. with the config at https://github.com/NVIDIA/NeMo/blob/main/examples/nlp/lang...
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a2a fix removed tp world size and group from init
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2024-04-17T16:05:41
2024-06-05T22:24:35
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# What does this PR do ? a2a fix removed tp world size and group from init **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 ...
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mcore ds updates
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Error response from daemon: unauhorized: authentication required
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2024-04-17T08:24:19
2024-05-25T01:45:30
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**Describe the bug** ![image](https://github.com/NVIDIA/NeMo/assets/28260618/74b49ff2-3f2e-4536-b136-3732d6bb3600) When pulling Nemo mirror for training: 23.08.03 image, there is an issue with authentication required. **Steps/Code to reproduce bug** **Expected behavior** How to solve this bug?
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Conflict between precision and plugins arguments in Trainer
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[ "@adamlin120 thanks for reporting the issue.\r\n\r\nCan you please try https://github.com/NVIDIA/NeMo/compare/main...akoumparouli/update_megatron_gpt_cont_training and let me know if that fixes the issue for you? thanks.", "This issue is stale because it has been open for 30 days with no activity. Remove stale la...
2024-04-17T01:42:58
2024-07-18T20:23:07
2024-06-03T01:48:23
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**Describe the bug** When attempting to train a model using Nemo 2403, a `ValueError` is raised indicating a conflict between the `precision` argument and the `plugins` argument being passed to the Trainer. The error message states that both `precision=bf16-mixed` and `plugins=PipelineMixedPrecisionPlugin` were rece...
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Feature Normalization in the ASR preprocessor is too slow.
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[ "Could you put it to a separate pr ? Let's keep prs small / medium sized and focussed so we can debug them if they cause issues later. ", "Also, don't make the assumption that a GPU will always be there (or that cuda graphs are supported). We can have fast paths for those cases when GPU is available or cudapython...
2024-04-16T23:30:44
2024-04-30T18:10:26
2024-04-30T18:10:26
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Another issue I discovered while working on #8673 . Right now, when running Parakeet CTC 1.1B at batch size 32, the preprocessor takes about 10milliseconds (of course, this depends on the lengths of the inputs, but this was with librispeech test other). 90% of the time is taken by feature normalization, and the GPU...
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fsdp tp > 1 bug 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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Add config option for FP32 embedding grads
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# What does this PR do ? Add a config option to control whether the distributed Adam optimizer stores embedding grads in FP32. **Collection**: NLP # Changelog - Add config option for FP32 embedding grads # Usage Run GPT, e.g. with the config at https://github.com/NVIDIA/NeMo/blob/main/examples/nlp/lang...
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Inference discrepancies after merging weights into a LoRA model
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[ "@mark-myzhao Thanks we will dig further. In the mean time can you try training lora weights using https://github.com/NVIDIA/NeMo/blob/main/examples/nlp/language_modeling/tuning/megatron_gpt_finetuning.py", "This issue is stale because it has been open for 30 days with no activity. Remove stale label or comment o...
2024-04-16T19:17:50
2024-08-02T13:55:51
2024-07-29T01:52:11
NONE
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**Describe the bug** We noticed that there were some discrepancies in the inference results between the model with loaded LoRA adapter and the model with merged LoRA weights. **Steps/Code to reproduce bug** 1. Fine-tune a LoRA Model with [train_gpt_sft.py](https://github.com/NVIDIA/NeMo-Aligner/blob/main/exa...
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Adding RETRO tests to Action Tests (cicd-main.yml)
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2024-04-16T18:06:51
2024-04-17T13:28:49
2024-04-17T02:19:17
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# What does this PR do ? Adding RETRO tests to Action Tests (cicd-main.yml) **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 snippe...
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8,941
Zero-shot evaluation pipeline for mcore RETRO
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[ "jenkins", "jenkins", "@huvunvidia Whats the priority on this ? I am working on a generate function in Mcore, and nemo is also going to switch to use that. So wondering if you want to wait and directly use that. The gnerate function is already done and in review, I hope to get that merged next week. \r\nIt is ...
2024-04-16T16:08:04
2024-04-23T21:28:40
2024-04-23T21:28:31
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# What does this PR do ? Adding zero-shot evaluation code for new RETRO model. The evaluation code for legacy model is modified to *_legacy.py This PR is on top of huvu/mcore_retro, which implements the new RETRO model. The files this PR works on are: - examples/nlp/language_modeling/conf/megatron_retro_infer...
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Added NeMo Guardrails paper
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[ "Thank you @erastorgueva-nv ! \r\nIn NeMo Guardrails we have GPG signing or sign-off (first is preferred over the second, if possible). I thought that NeMo also accepts GPG. ", "In NeMo GitHub we have only signoff. We can look into gpg later" ]
2024-04-16T12:55:57
2024-04-17T17:19:47
2024-04-17T17:19:47
NONE
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# What does this PR do ? Added NeMo Guardrails paper to publications. **Collection**: NLP # Changelog - Added NeMo Guardrails paper to publications. # Usage * You can potentially add a usage example below ```python # Add a code snippet demonstrating how to use this ``` # Jenkins CI To run Jenki...
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8,939
How to specify the rank,delta and dropout values while LORA finetuning
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2024-04-16T12:52:20
2024-05-24T01:46:15
2024-05-24T01:46:15
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I am referring the official LORA finetuning notebook https://github.com/NVIDIA/GenerativeAIExamples/blob/main/models/Gemma/lora.ipynb Where in this step ``` from nemo.collections.nlp.parts.peft_config import LoraPEFTConfig my_peft_config = LoraPEFTConfig(model_cfg) ``` How can I specify the required rank(r ...
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Warning: nvfuser is no longer supported in torch script
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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." ]
2024-04-16T09:14:34
2024-05-24T01:46:17
2024-05-24T01:46:17
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**Describe the bug** Got the following error when using a built docker container from the `main`. ``` [W init.cpp:767] Warning: nvfuser is no longer supported in torch script, use _jit_ set_nvfuser_enabled is deprecated and a no-op (function operator()) ``` Looks like it is the issue of newer version of Pyt...
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Fix group_norm issue for Apex when building Dockerfile
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[ "Hey @timmoon10 thanks for the reminder! I've update the readme!", "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." ]
2024-04-16T09:03:37
2024-05-15T01:47:29
2024-05-15T01:47:28
NONE
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# What does this PR do ? Fix `ModuleNotFoundError: No module named 'group_norm_cuda'` error for Apex when building Dockerfile from `main`. ![image](https://github.com/NVIDIA/NeMo/assets/38853559/e57851ce-a0a6-4de9-b0a1-5bb92573e76d) **Collection**: [Note which collection this PR will affect] # Changelog ...
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8,936
Error when using packed sequence and gradient checkpoint: save_for_backward can only save variables, but argument 5 is of type PakedSeqParams
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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.", "@xingyaoww did you solve this problem" ]
2024-04-16T08:56:19
2025-01-16T08:34:15
2024-05-24T01:46:18
NONE
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**Describe the bug** When trying to train the model using the latest NeMo code (`32e630220d2c24550a869f43ce618949ccf1a1a5`) with gradient checkpoint and packed sequence, getting the following error: ``` ... File "/scratch/bcsi/xingyao6/nemo-util/Megatron-LM/megatron/core/transformer/tran sformer_block.py", l...
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PP support in LoRA merge script
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[ "jenkins", "This feature still needs CI tests. Please add in a subsequent PR." ]
2024-04-16T00:41:06
2024-04-24T19:34:16
2024-04-18T18:07:19
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# What does this PR do ? - Enable support for models trained with pipeline parallel in LoRA merge script - Fix output precision in LoRA merge script **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by line info of high level changes in this PR. # Usage * You ca...
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# What does this PR do ? Change PRE_RELEASE to rc0 to be PEP 440 compliant. The name cannot have both rc and beta in it **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 ? Allow passing fp16_lm_cross_entropy to mcore to reduce memory requirements. *needs* MR in Mcore first. **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...
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# What does this PR do ? Add SDXL quantization and trt inference pipeline **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 d...
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# What does this PR do ? This PR leverages new mcore gpt spece 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 ```pytho...
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Minor quantization pipeline updates
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# What does this PR do ? Minor updates to quantization pipeline. **Collection**: NLP # Changelog - considering `megatron_amp_O2 = True` case - fixing artifacts handling utils for a legacy .nemo checkpoint (for example, https://huggingface.co/nvidia/GPT-2B-001) # Jenkins CI To run Jenkins, a NeMo User ...
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Add parameter of embedding_read_fusion for MCoreGPTModel
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# What does this PR do ? This PR adds the support for embedding_read_fusion parameter in MCoreGPTModel. This new parameter will be added into Megatron-LM. **Collection**: [Note which collection this PR will affect] # Changelog Add the embedding_read_fusion parameter, which is got from self.cfg. # Usage ...
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eval_trainer.predict() gives AttributeError: 'PipelineMixedPrecisionPlugin' object has no attribute '_desired_input_dtype' error
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**Describe the bug** I encountered the following error when calling trainer_eval.predict() to test the fine-tuned LLM Model: ``` AttributeError Traceback (most recent call last) Cell In[33], line 1 ----> 1 response = trainer_eval.predict(model_eval, request_dl) 2 for batch in ...
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Riva and k2 ASR WFST decoding
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2024-04-14T19:24:04
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# What does this PR do ? Adds Riva and k2 WFST decoding options for ASR inference. if you are reading this, it means the PR is not finished. What's left is: 1. Documentation 2. Usage example 3. Tests **Collection**: ASR # Changelog - Add specific line by line info of high level changes in this PR. ...
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Update optimizers.py
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I made several refinements and optimizations to improve the efficiency, readability, and maintainability of the code: Code Structure Optimization: Consolidated imports to improve readability and reduce clutter. Grouped related code blocks together for better coherence. Error Handling Improvement: Simplified er...
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Update package_info.py
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The code was refined to enhance readability, maintainability, and consistency. # 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. ...
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Update transpose call to match TE API change
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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 CICD] Update mcore 4.13.24
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Update mcore 4.13.24
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Fix r2.0.0rc0.beta version to be PEP 440 compliant
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2024-04-13T04:32:48
2024-04-15T22:22:37
2024-04-15T22:22:36
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# What does this PR do ? Change PRE_RELEASE to rc0 to be PEP 440 compliant. The name cannot have both rc and beta in it **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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Update package version
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2024-04-13T02:39:33
2024-05-05T01:46:05
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# What does this PR do ? Update package info to match branch name **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 demonstra...
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