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**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 NeMo Dev docs to explain NeMo checkpoints, .nemo .ckpt, regular and distributed.
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
To re-r... | {
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} | # What does this PR do ?
Moves pooler layer to post_process in order to avoid saving checkpoint error.
**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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- Add an example for doing Quantization aware Training (QAT) for Llama SFT model.
- Requires https://github.com/NVIDIA/NeMo/pull/9276 to be merged first
**Collection**: nlp
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} | # What does this PR do ?
There were some typos in these two scripts.
**Collection**: [scripts]
# Changelog
- scripts/checkpoint_converters/convert_mixtral_nemo_to_hf.py:
- wrong `nemo_config.num_experts_per_token` parameter
- `head_num` was undefined
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} | # What does this PR do ?
We want to be notified about failed tests. However, as we send a "cancel" signal to all tests once a single test fails (including itself), no job will ever be marked with failure but with cancel instead. That's just a result due to the race-condition of cancelling workflows by our custom act... | {
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] | 2024-05-28T07:28:53 | 2024-05-29T16:56:48 | 2024-05-29T16:56:48 | CONTRIBUTOR | {
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Clarify that NeMo itself is not installed via Conda from Conda channels, e.g. `conda-forge`. | {
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"Hi, can you please sign off all your commits? Please see here for instructions https://github.com/NVIDIA/NeMo/pull/9322/checks?check_run_id=25479558364"
] | 2024-05-28T02:17:05 | 2024-05-29T08:25:48 | 2024-05-29T08:25:48 | CONTRIBUTOR | {
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} | The following typos have been corrected in **README.rst** file
1. **pytorch** --> **PyTorch**
2. **isntallation** --> **installation**
3. **higly** --> **highly**
4. **transfromer** --> **transformer**
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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
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"is your issue solved ? if solved tell me how i am facing similar issue",
"I came across this as well. @yonas-g if you found a solution would you mind sharing?\r\n\r\nCould be missing an import `pip install megatron_core`"
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I am getting
```bash
NameError: name 'ApexGuardDefaults' is not defined
```
when import `nemo_nlp` as `from nemo.collections import nlp as nemo_nlp`.
I installed NeMo after cloning via `./reinstall.sh` command.
```bash
29 except (ImportError, Modu... | {
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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
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"Please check https://github.com/NVIDIA/NeMo/issues/9272",
"I tried using : _python3 -m pip install git+https://github.com/NVIDIA/NeMo.git#egg=nemo_toolkit[all]_ \r\n\r\nAfter this, I am getting different errors:\r\n\r\nFused optimized group norm has not been installed.\r\nTraceback (most recent call last):\r\n ... | 2024-05-27T12:30:36 | 2024-07-18T13:07:01 | 2024-07-18T13:07:01 | NONE | {
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} | null | null | null | I am using PunctuationCapitalizationModel which was installed using:
python3 -m pip install git+https://github.com/NVIDIA/NeMo.git@v1.20.0#egg=nemo_toolkit[nlp]
But got below error:
Traceback (most recent call last):
File "/opt/api/batch_asr_server.py", line 13, in <module>
from consumer import Consumer, ... | {
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```
File "/train/train_nemo_model.py", line 168, in train_nemo_model
trainer.fit(model, ckpt_path=os.path.join(config["model"]["c... | {
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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."
] | 2024-05-27T06:42:02 | 2024-07-04T01:48:51 | 2024-07-04T01:48:51 | NONE | {
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} | null | null | null | I recently came across the paper titled "**Discrete Audio Representation as an Alternative to Mel-Spectrograms for Speaker and Speech Recognition**" and found it extremely insightful. I am very interested in exploring the methods and results discussed in the paper further.
Would it be possible to share the code and ... | {
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Previously, the SaveRestoreConnector would copy and untar entire
checkpoints just to copy out a tokenizer. For models in the >100GB, this
led to timeouts since only rank=0 did this work, while other ranks moved
on and waited at an all-gather barrier (observed NCCL timeout at 10min).
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Fixes inference with P-tuning.
**Collection**: [Note which collection this PR will affect]
# Changelog
- Added the BOS token for Llama, Mistral and Mixtral.
**PR Type**:
- [ ] New Feature
- [X] Bugfix
- [ ] Documentation
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Update neva conversion script from and to HF
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fixes ptuning and lora issues. | {
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} | # What does this PR do ?
Fix trainer builder when exp_manager is not in config
**Collection**: [Note which collection this PR will affect]
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} | # What does this PR do ?
- Fix circular import of `nemo.collections.multimodal.models.text_to_image.stable_diffusion.ldm.autoencoder.AutoencoderKL`
- Rename NeMo-Megatron-Launcher to NeMo-Framework-Launcher
**Collection**: [Note which collection this PR will affect]
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We are using `examples/nlp/language_modeling/megatron_gpt_pretraining.py` with a small GPT model (1.35 billion parameters) on 4 H100 DGX nodes (8 GPUs each). Our DGX nodes are connected using InfiniBand. The training starts but hangs in the middle (around 197 steps) without any exception. When it stops, the power con... | {
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} | # What does this PR do ?
fixes ptuning and lora issues. | {
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"@ericharper @titu1994 @blisc @okuchaiev Would you please review my PR? ",
"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 stal... | 2024-05-23T02:42:07 | 2024-06-29T01:47:32 | 2024-06-29T01:47:32 | NONE | {
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} | # What does this PR do ?
This PR fixes the issue of missing vocab property for NeMo AutoTokenizer.
Currently, NeMo's AutoTokenizer obtains a list of vocabulary from `tokenizer.vocab`.
However, it can be problematic for the following reasons:
- the property is sometimes missing for certain type of HuggingFace ... | {
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"Just in case, I've been using the latest version of NeMo with:\r\n```\r\napt-get update && apt-get install -y libsndfile1 ffmpeg\r\ngit clone https://github.com/NVIDIA/NeMo\r\ncd NeMo\r\n./reinstall.sh\r\n```",
"@tango4j, could you check the above issue with `num_speakers` and `sentence_length_params`?",
"> 1.... | 2024-05-23T01:28:59 | 2024-08-09T01:52:24 | 2024-08-09T01:52:24 | NONE | {
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} | null | null | null | Hi, I'm currently using `NeMo/tools/speech_data_simulator` to fine-tune the MSDD model and have some questions about the data_simulator.
### 1. How can I ensure that every session has exactly as many speakers as `num_speakers`?
Currently in my case, sessions are occasionally created that contain fewer speakers th... | {
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} | # What does this PR do ?
- Fix circular import of `nemo.collections.multimodal.models.text_to_image.stable_diffusion.ldm.autoencoder.AutoencoderKL`
- Rename NeMo-Megatron-Launcher to NeMo-Framework-Launcher
**Collection**: [Note which collection this PR will affect]
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- Add specific line by line i... | {
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} | # What does this PR do ?
Fixes the bug with ptuning
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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
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"why not switching to [`packaging`](https://pypi.org/project/packaging/)?",
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NeMo uses the deprecated pkg_resources component of setuptools in the [Megatron GPT model](https://github.com/NVIDIA/NeMo/blob/v1.23.0/nemo/collections/nlp/models/language_modeling/megatron_gpt_model.py#L28). As of yesterday's v70.0.0 release of Setuptools, [this change](https://github.com/pypa/... | {
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} | # What does this PR do ?
Fix image loading in tutorial notebook
**Collection**: ASR
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Fix image loading in tutorial notebook
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Add a one line overview of what this PR aims to accomplish.
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} | GreedyCTCInfer::forward already allowed for this, so they did not implement the exact same interface. Now, they do.
Also warn about not passing in the decoder_lengths argument. It is likely an error on the user's part not to pass it in explicitly.
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Add a one line overview of what this PR aims to accomplish.
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"Note that changes will need to be unstreamed to another project as well here https://github.com/NVIDIA/NeMo-Framework-Launcher/blob/main/launcher_scripts/conf/ptq/model/quantization.yaml. I think we'll need to chop this slightly... | 2024-05-22T10:41:15 | 2024-07-15T22:10:58 | 2024-06-14T15:05:49 | COLLABORATOR | {
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This PR refactors the Quantizer class used for PTQ so it can be reused for QAT as well (follow-up PR)
Note that functionally wise it is same as before
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Add a one line overview of what this PR aims to accomplish.
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"This issue was closed because it has been inactive for 7 days since being marked as stale."
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Add a one line overview of what this PR aims to accomplish.
**Collection**: [Note which collection this PR will affect]
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- Add specific line by line info of high level changes in this PR.
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"Thanks for informing us of this ! Pr https://github.com/NVIDIA/NeMo/pull/9261 was just merged into 2.0 RC 1 branch. \r\n\r\nFor main, we will try to either patch it or also pin HF temporarily while we cleanup the NLP domain ",
"Thanks @titu1994. Should the issue not stay open until main gets fixed though?",
"p... | 2024-05-22T04:27:36 | 2024-09-09T04:01:13 | 2024-05-22T16:04:05 | NONE | {
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The latest version of transformers ([4.41.0](https://github.com/huggingface/transformers/releases/tag/v4.41.0)) breaks MegatronGPTModel. That is because of [this commit](https://github.com/huggingface/transformers/commit/297b732bdf25ca60df7ea624f06826f5b14aa6c8) which removes the `ALBERT_PRETRAI... | {
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} | # What does this PR do ?
- Pull out core sequence packing logic to nemo.utils so they can be used elsewhere (e.g. NeMo-Aligner)
- Change to loading only tokenizer instead of loading the entire model
- Add docstrings
**Collection**: [Note which collection this PR will affect]
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Cleaning all of the unused functions, classes, etc, after the TRT-LLM API integration.
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Fix T5 G2P Input and Output Types
**Collection**: tts
# Changelog
- Fix T5 G2P Input and Output Types
**PR Type**:
- [ ] New Feature
- [x] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
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After pulling the image and starting the container, I get the following error:
```
ERROR: The NVIDIA Driver is present, but CUDA failed to initialize. GPU functionality will not be available.
[[ Forward compatibility was attempted on non supported HW (error 804) ]]
```
**Steps/Code to r... | {
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add Per Token Loss Support in NeVA
**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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```python
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1) Adds deprecation warnings for models that will soon be removed.
2) Remove deprecated tests from unit tests and ci/cd.
**Collection**: [Note which collection this PR will affect]
# Changelog
- Add specific line by line info of high level changes in this PR.
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Adds a brief description of FP8 usage with NeMo and describes the relevant arguments.
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
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Add Hyena operator (https://arxiv.org/abs/2302.10866)
**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
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This PR moves audio-specific models to a separate collection.
**Collection**: ASR, audio
# Changelog
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- Moved corresponding tests
- Updated scripts and tutorials
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n/a
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} | # What does this PR do ?
Sum-reduce grad_norm in DP+CP domains
# Changelog
- Sum-reduce grad_norm in DP+CP domains
# Usage
n/a
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
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This PR brings two updates:
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Add video neva TRT export
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Add a one line overview of what this PR aims to accomplish.
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Fixes a bug in mistral converter, affecting mistral-7b-instruct models (only the instruct variants).
Re-issue: special tokens (e.g. [INST]) were tokenized instead of being handled correctly.
Add a one line overview of what this PR aims to accomplish.
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} | # What does this PR do ?
Fix TRT-LLM engine export issues for quantized "qnemo" models.
This is a cherry-pick mirror of recent changes introduced in the main branch in https://github.com/NVIDIA/NeMo/pull/9218.
**Collection**: [NLP]
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**Collection**: [Note which collection this PR will affect]
# Changelog
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# Usage
* You can potentially add a usage example below
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} | GreedyCTCInfer::forward already allowed for this, so they did not implement the exact same interface. Now, they do.
Also warn about not passing in the decoder_lengths argument. It is likely an error on the user's part not to pass it in explicitly.
# What does this PR do ?
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Adding in token fusion via mlp_downsample adapter from VILA paper.
**Collection**: [Note which collection this PR will affect]
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Change the name of greedy_batched CTC decoding strategy to greedy_batch.
Fix a spurious warning.
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# Changelog
1. Lazily warn about using greedy strategy instead of greedy_batch strategy.
Previously, the warning would often run spuriously, since several
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} | # What does this PR do ?
Revert rope fusion default to False because of Aligner and PTQ test failure
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# Usage
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Revert rope fusion default to False because of Aligner and PTQ test failure
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"@athitten ",
"@mikolajblaz, maybe the above is related to #9015?\r\n",
"Yes, I checked this is connected (@artbataev thanks for a good repro, it helped a lot!).\r\nIn #9015 I introduced a mechanism that makes a .nemo backup of an existing instead of blindly overwriting it.\r\nMaybe we should remove the backup ... | 2024-05-17T14:30:25 | 2024-05-23T16:06:13 | 2024-05-23T16:06:13 | COLLABORATOR | {
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Training FastConformer-Transducer for 76 epochs produced 5 `.ckpt` files, 1 `-last.ckpt` file, and 136 (sic!) `.nemo` files.
I found that the number of saved checkpoints is more or equal to the number of validations runs during training with improvements.
**Steps/Code to reproduce bug**
T... | {
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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.",
"PTAL.",
"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.",
"Bl... | 2024-05-17T09:19:01 | 2024-09-01T02:03:26 | 2024-09-01T02:03:25 | CONTRIBUTOR | {
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} | This affects the NeMo TransformerEngine layers (`AutocastTransformerLayer`) and MCore `TransformerConfig`, which previously did not correctly receive the settings for
- `activation: str`: custom activation, including the GLU property,
- `normalization: str`: custom normalization layers,
- `bias: bool`: optional bias... | {
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https://api.github.com/repos/NVIDIA/NeMo/issues/9230 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/9230/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/9230/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/9230/events | https://github.com/NVIDIA/NeMo/issues/9230 | 2,302,133,497 | I_kwDOC_bI7s6JN8T5 | 9,230 | `EncDecCTCModel.transcribe(audio=...)` changed to `EncDecCTCModel.transcribe(paths2audio_files=...)` | {
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"\"audio\" is an argument only of NeMo 2.0, which is the current main branch, and only it supports tensors. \r\n\r\nThe old 1.23 Nemo version only supports path2audio_files and does not accept tensors. ",
"Okay, even after install from source, its not able to transcribe the whole tensor as it used to earlier. Sti... | 2024-05-17T08:33:07 | 2024-07-11T01:50:09 | 2024-07-11T01:50:08 | NONE | {
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I updated NeMO to 1.23.0, and trying to use pretrained `EncDecCTCModel.transcribe`.
In previous version I used to input audio tensors loaded using torchaudio. But now it asks for `paths2audios_label`, when I input filepath, it doesn't transcribe the whole file but first 100000 datapoints. When I looked i... | {
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} | # What does this PR do ?
This PR adds pointers to Mel Codec checkpoints.
**Collection**: TTS
# Changelog
- Added checkpoints to class
- Added checkpoints to docs
# Usage
```python
# automatically load model
from nemo.collections.tts.models import AudioCodecModel
nemo_codec_model = AudioCodecModel... | {
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