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Example of using the C++ API to run an ONNX model with dynamic batch

Bumps [tensorflow](https://github.com/tensorflow/tensorflow) from 2.9.3 to 2.11.1.
- [Release notes](https://github.com/tensorflow/tensorflow/releases)
- [Changelog](https://github.com/tensorflow/tensorflow/blob/master/RELEASE.md)
- [Commits](https://github.com/tensorflow/tensorflow/compare/v2.9.3...v2.11.1)

---
updated-dependencies:
- dependency-name: tensorflow
  dependency-type: direct:production
...

Examples..

bin/driver verify /codes/onnx_models/resnet50-v1-7/resnet50-v1-7.onnx --split-single-dyn-dim --batch 3 --dyn-input-dim @data "[{min:1, max:4}, 3, 224, 224]"

bin/driver compile /codes/onnx_models/resnet50-v1-7/resnet50-v1-7.onnx --split-single-dyn-dim --default-dyn-dim "{min:1, max:10}" --output resnet50_batch1-10.mxr

bin/driver perf resnet50_batch1-10.mxr --batch 4

* Remove version from check_context and bump program version

Co-authored-by: Chris Austen <causten@users.noreply.github.com>

* Add driver flag "--exhaustive-tune" to enable tuning, add support for the same in C/C++ and python API

Bumps [tensorflow](https://github.com/tensorflow/tensorflow) from 2.7.2 to 2.9.3.
- [Release notes](https://github.com/tensorflow/tensorflow/releases)
- [Changelog](https://github.com/tensorflow/tensorflow/blob/master/RELEASE.md)
- [Commits](https://github.com/tensorflow/tensorflow/compare/v2.7.2...v2.9.3

)

---
updated-dependencies:
- dependency-name: tensorflow
  dependency-type: direct:production
...
Signed-off-by: dependabot[bot] <support@github.com>
Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Chris Austen <causten@users.noreply.github.com>

Adds two methods for the custom_ops virtual class.

bool runs_on_offload_target(), if the custom op runs directly on the gpu then it should be set to true. in this case, custom op expects its parameters to reside in GPU memory and writes output to the GPU memory. If it is set to false then, custom op expects it's parameter to reside on the host and puts back the result into the host memory.

output_alias, if output of the custom op is aliasing the input buffer. i.e. interpreting the same input buffer with differnet shape and strides.

Update as_vector() in C++ API to handle non-standard shapes. It required exposing element_index to space_index conversion method for the shape class.

Using not and or improves readability. The cppcheck rule will help ensure we are doing it consistently.

* fix rocblas pointer mode

* fix formatting

* formatting

* revert header change
Co-authored-by: umangyadav <umang.yadav@amd.com>

should be --fp16 , not --fp16ref

This PR only adds an example using MIOpen Calls.

Add an example using rocBLAS Calls

This PR only adds an example using HIP kernel.

* remove eliminate workspace
* remove sync device and other tags

Regenerate notebook header for licensing

Updated each source file in the repo with the existing license.

Bumps [tensorflow](https://github.com/tensorflow/tensorflow) from 2.6.4 to 2.7.2.
- [Release notes](https://github.com/tensorflow/tensorflow/releases)
- [Changelog](https://github.com/tensorflow/tensorflow/blob/master/RELEASE.md)
- [Commits](https://github.com/tensorflow/tensorflow/compare/v2.6.4...v2.7.2

)

---
updated-dependencies:
- dependency-name: tensorflow
  dependency-type: direct:production
...
Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Chris Austen <causten@users.noreply.github.com>

raw is the download for the file, blob is the url for the github page.

Bumps [tensorflow](https://github.com/tensorflow/tensorflow) from 2.5.3 to 2.6.4.
- [Release notes](https://github.com/tensorflow/tensorflow/releases)
- [Changelog](https://github.com/tensorflow/tensorflow/blob/master/RELEASE.md)
- [Commits](https://github.com/tensorflow/tensorflow/compare/v2.5.3...v2.6.4

)

---
updated-dependencies:
- dependency-name: tensorflow
  dependency-type: direct:production
...
Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Chris Austen <causten@users.noreply.github.com>

ONNX Models changed from master to main. Changing path reflect the proper location

update path for where file is located

Bumps [tensorflow](https://github.com/tensorflow/tensorflow) from 2.5.2 to 2.5.3.
- [Release notes](https://github.com/tensorflow/tensorflow/releases)
- [Changelog](https://github.com/tensorflow/tensorflow/blob/master/RELEASE.md)
- [Commits](https://github.com/tensorflow/tensorflow/compare/v2.5.2...v2.5.3

)

---
updated-dependencies:
- dependency-name: tensorflow
  dependency-type: direct:production
...
Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

Update copyright for a python file that was modified when added to our code 

Changed MessagePack file extensions to mxr.

Add cppcheck to examples

nfnet update
3dunet requirements via pip
3dunet requirement and nb-clean

Bumps [tensorflow](https://github.com/tensorflow/tensorflow) from 2.5.1 to 2.5.2.
- [Release notes](https://github.com/tensorflow/tensorflow/releases)
- [Changelog](https://github.com/tensorflow/tensorflow/blob/master/RELEASE.md)
- [Commits](https://github.com/tensorflow/tensorflow/compare/v2.5.1...v2.5.2

)

---
updated-dependencies:
- dependency-name: tensorflow
  dependency-type: direct:production
...
Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Chris Austen <causten@users.noreply.github.com>

Change examples to use newer c++ api for compile_options and file_options

C++ API changed for calling migraphx.  Fixed examples for compatibility 

Bumps [tensorflow](https://github.com/tensorflow/tensorflow) from 2.5.0 to 2.5.1.
- [Release notes](https://github.com/tensorflow/tensorflow/releases)
- [Changelog](https://github.com/tensorflow/tensorflow/blob/master/RELEASE.md)
- [Commits](https://github.com/tensorflow/tensorflow/compare/v2.5.0...v2.5.1

)

---
updated-dependencies:
- dependency-name: tensorflow
  dependency-type: direct:production
...
Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Cagri Eryilmaz <63118943+cagery@users.noreply.github.com>

Created a YoloV4 example

* restructring examples

* modifications to titles/paths

* cleanup
Co-authored-by: root <root@rocm-framework-3.amd.com>

* nb-clean some notebooks

* empty cells

* pyflakes cleanup for /example/

* formatting

* additional fix for 3dunet pyflakes warnings

* formatting
Co-authored-by: Paul Fultz II <pfultz2@yahoo.com>

* unet3d notebook, visualization

* inference notebook for unet3d, sample input inference

* unet3d performance migraphx notebook

* seperating unet3d from unet

* remove unet from unet3d branch

* readme updates

* rename file

* sample inference with brats dataset for unet3d notebook

* required visualization file

* readme update

* remove perf script, move to branch

* remove unused functions from vis

* renaming

* renaming more

* py format

* main readme update

* notebook update

* update readme for data access

* cleanup notebook

* Update README.md

duplicate pointers in readme

* Update examples/python_3dunet/README.md
Co-authored-by: kahmed10 <15948690+kahmed10@users.noreply.github.com>

* Update examples/python_3dunet/README.md
Co-authored-by: kahmed10 <15948690+kahmed10@users.noreply.github.com>

* cleanup notebook

* label typos

* cleanup

* vis util import cleanup

* path changes + npsave remove
Co-authored-by: kahmed10 <15948690+kahmed10@users.noreply.github.com>
Co-authored-by: Chris Austen <causten@users.noreply.github.com>