### Description
<!-- Describe your changes. -->
adding cuda 12 ort training for stable and on-device scenarios. Also,
there was a removal for CUDA 12 in this
[PR](https://github.com/microsoft/onnxruntime/pull/19342), fixing it.
### Motivation and Context
<!-- - Why is this change required? What problem does it solve?
- If it fixes an open issue, please link to the issue here. -->
### Description
<!-- Describe your changes. -->
Add link to new 1.17 page
### Motivation and Context
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- If it fixes an open issue, please link to the issue here. -->
### Description
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Add list of operators/types for 1.17 mobile package.
Unchanged from 1.16.
### Motivation and Context
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- If it fixes an open issue, please link to the issue here. -->
### Description
Need to update docs w/ compatibility / version info for ORT 1.17 release - one link is broken but will work once release is official
### Motivation and Context
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---------
Co-authored-by: MaanavD <maanavdalal@microsoft.com>
Co-authored-by: Maanav Dalal <maanavdalal@gmail.com>
### Description
This pull request introduces changes to the
`docs/execution-providers/CUDA-ExecutionProvider.md` file, which
provides documentation for the CUDA Execution Provider. The changes
mainly involve reformatting the text to improve readability and updating
the content to reflect the latest changes in the CUDA Execution
Provider.
* Formatting and Readability Improvements:
* The text has been reformatted to improve readability, with long lines
of text broken down into shorter lines.
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* Code snippets have been updated for better clarity and readability.
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* Content Updates:
* The CUDA Execution Provider's documentation has been updated to
reflect the latest changes in the provider. This includes updates to the
CUDA Execution Provider's configuration options and performance tuning
recommendations.
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* Removals:
* Some unnecessary lines of text have been removed from the document.
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---------
Co-authored-by: sophies927 <107952697+sophies927@users.noreply.github.com>
Co-authored-by: Tianlei Wu <tlwu@microsoft.com>
### Description
<!-- Describe your changes. -->
Added newly introduced API combinations to getting-started table.
### Motivation and Context
Attempting to get merged before / in time for ORT 1.17 release
---------
Co-authored-by: MaanavD <maanavdalal@microsoft.com>
Co-authored-by: Edward Chen <18449977+edgchen1@users.noreply.github.com>
### Description
Update python doc about user_compute_stream in CUDA python API for
https://github.com/microsoft/onnxruntime/pull/19229.
### Motivation and Context
<!-- - Why is this change required? What problem does it solve?
- If it fixes an open issue, please link to the issue here. -->
Add an option for installing ort-training nightly build for cuda 12.2
scenario
### Description
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### Motivation and Context
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### Description
Added SDXL Turbo HF blog to ORT website blog
### Motivation and Context
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- If it fixes an open issue, please link to the issue here. -->
### Description
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Update NNAPI supported operators with latest info
### Motivation and Context
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- If it fixes an open issue, please link to the issue here. -->
update winarm instructions to be current
### Description
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### Motivation and Context
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### Description
I mainly wanted to update the docs to V2 API. I think my spellchecker
did quite a few adjusts to whitespaces hope that's fine.
@chilo-ms for viz
### Description
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Command was split from `shape_inference.py` to address import sequence
warnings in 8004db4bf1 and was not
updated.
Anyone following the docs prior to this change would have encountered;
```
root@Raze:~# python -m onnxruntime.quantization.shape_inference --help
/usr/lib/python3.10/runpy.py:126: RuntimeWarning: 'onnxruntime.quantization.shape_inference' found in sys.modules after import of package 'onnxruntime.quantization', but prior to execution of 'onnxruntime.quantization.shape_inference'; this may result in unpredictable behaviour
warn(RuntimeWarning(msg))
```
Instead of the expected;
```
root@Raze:~# ./onnxtesting/bin/python -m onnxruntime.quantization.preprocess --help
usage: preprocess.py [-h] --input INPUT --output OUTPUT [--skip_optimization SKIP_OPTIMIZATION] [--skip_onnx_shape SKIP_ONNX_SHAPE]
[--skip_symbolic_shape SKIP_SYMBOLIC_SHAPE] [--auto_merge] [--int_max INT_MAX] [--guess_output_rank]
[--verbose VERBOSE] [--save_as_external_data] [--all_tensors_to_one_file]
[--external_data_location EXTERNAL_DATA_LOCATION]
[--external_data_size_threshold EXTERNAL_DATA_SIZE_THRESHOLD]
Model optimizer and shape inferencer[continues]
```
updated winarm to use qnn EP
### Description
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### Motivation and Context
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