[NeMo-UX] Adding MegatronParallel (NVIDIA#8987)

* Adding MegatronParallel

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* Minor quantization pipeline updates (NVIDIA#8924)

* Detect 'arcname' prefix in utils when handling .nemo tarball

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* Address megatron_amp_O2 = True case in quantization

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* Add Megatron-LM to PYTHONPATH correctly in Jenkinsfile

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* Fix converter (NVIDIA#8960)

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* Fix memory leak at loss func (NVIDIA#8868)

* PR NVIDIA#8803: Update embedding init prototype to match mc

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* PR NVIDIA#8810: Fix import of get_gpt_layer_ammo_spec

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* PR NVIDIA#8853: Fix memory leak at loss func

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* PP support in LoRA merge script (NVIDIA#8934)

* initial commit

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* enable pp support for merge script and fix output precision

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* Mingyuanm/sdxl export (NVIDIA#8926)

* Move cached embedding devices and dtype for onnx export consistency

Signed-off-by: Mingyuan Ma <mingyuanm@nvidia.com>

* Add old trt export/inference script, currently not working in latest container.

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* Add NeMo TRT inference pipeline and quatization workflow

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* Add guards to avoid undefined variables

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* minor fix

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* Add conversion script from hf sdxl to nemo sdxl

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* Update quantize pipeline to adapt to variable image dimension

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* update sdxl pipeline to be aware of additional emb channels

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* add guards for potential local var

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* copyright header

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* Update calib prompt file path

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* Update file paths

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* minor update

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* Update default quantization config

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* remove unused imports/vars

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* remove unused imports

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* Avoid unpacking NeMo checkpoints before exporting to TRT-LLM (NVIDIA#8866)

* Replaced unpacking of nemo checkpoints on export with a VFS-like TarPath object.

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* Fixed the signature of ZarrPathStore.__delitem__

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* update (NVIDIA#8978)

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* change the condition for get qkv tensor from linear_qkv output (NVIDIA#8965)

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* Update Latest News (NVIDIA#8837)

* Update Latest News

Adds links to articles on
* NeMo framework on GKE
* Responsible Gen AI using NeMo and Picasso
* NeMo powering Amazon Titan foundation models

Signed-off-by: Shashank Verma <shashankv@nvidia.com>

* Minor updates to latest news in README

* Remove bullets
* Editing text for clarity

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* Format latest news as a dropdown list

* Uses embedded html to format news to dropdown, hiding lengthy details
* Fixes formatting of the title

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* Add break to improve readability of latest news image

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* Add LLM and MM section in latest news

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* Add margin in latest news expandable lists

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* Remove styling of expandable list

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* Fold the first news item by default

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* Fix incorrect link to latest news in README (NVIDIA#8985)

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* make unit tests works

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* add pytest-mock to unit test reqs

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* Enable using hybrid asr models in CTC Segmentation tool (NVIDIA#8828)

* enable using hybrid asr models in ctc segmentation tool

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* Add safety checks for 'data' key in MegatronGPTModel cfg (NVIDIA#8991)

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* address some comments

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* TDT confidence fix (NVIDIA#8982)

* tdt confidence fix

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* Address PR comments

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