@tensorflow/micro

Eval method now uses TfLiteEvalTensor.

The `has_low_rank_input_condition` variable has been removed from OpData as SELECT_V2 does not use this variable.

All code outside of the registration has been placed into the anonymous namespace.

bug=fixes #2014

@tensorflow/micro

Fix logic error in Prepare that prevented deallocation of temporary tensors, when scalars were present in the inputs. 

Added 3 tests from TfLite for scalar inputs.

bug=fixes #2010

The Dequantize op only supports an output type of Float32. This change removes output_multiplier adjustments for Int32 outputs, as it cannot be reached due to an earlier check. It also eliminates logging for unsupported output types in DequantizeEval, as those would also be caught by an earlier check.

BUG=http://b/230890286

@tensorflow/micro

Port the EMBEDDING_LOOKUP kernel operator to TFLM.
Recreate tests for kernel operator (INT8, FLOAT32). 
Add SymmetricScaleFromMinMax method to test_helpers.h file. 
Update Makefiles.
Update Bazel build script.

bug=fixes #1871

BUG=http://b/284589445

BUG=http://b/277264885, http://b/279076022, http://b/280388095

BUG=http://b/280093506

BUG=Reference to all ops resolver should be removed

add 6 test ported from TfLite that test fused activation for Strided Slice 
[google3 cl](https://critique.corp.google.com/cl/534210019)

BUG=[b/254658480](https://b.corp.google.com/254658480)

TFLM swapping TfLiteRegistration_V1 struct to a new more embedded friendly api in the TFLMRegistration struct (#2001)

BUG=http://b/279811848

We need additional visibility into these files for some other tests.


BUG=[274635545](http://b/274635545)

The bazel install script path was changed from ci/install_bazel.sh to ci/install_bazelisk.sh. This commit updates the CONTRIBUTING doc with the new path.
BUG=doc fix

This is so that a new field may safely be added.

BUG=http://b/260574895

BUG=hello world example has changed name from test_hello_world_test to test_evaluate_cc_test

adding simple ops to requantize_flatbuffer.
BUG=http://b/283242131

BUG=http://b/282976218

Command used to generate the test and verifyed it is working :
```
bazel-bin/tensorflow/lite/micro/integration_tests/generate_per_layer_tests --input_tflite_file=/tmp/seanet_cca_quantized.tflite --output_dir=tensorflow/lite/micro/integration_tests/seanet/transpose_conv
```

when debugging integration_test generation accidentally changed file permisions of  all the integration_test files to xtext(an excetuable text files) when debugging an issue.  This pr reverts all the file permissions back to what they should be. 

Command used  
``` chmod --reference=google3_path/integration_test/seanet/kernel/file  tflite_micro/integration_test/seanet/kernel/*```

chmod --reference copys file permission from the listed reference file to the 2nd one provided in the arg 

is currently blocking submit of g3 [sync cl](https://critique.corp.google.com/cl/522420814/analysis)

BUG=[b/283542361](https://b.corp.google.com/issues/283542361)

BUG=automated sync from upstream
NO_CHECK_TFLITE_FILES=automated sync from upstream

Adds TFLMRegistration to newly created MicroCommon.h

First change in set of changes  to move TFLM entirely away from TfLite Registration struct and add reset into TFLM  explained @ the bottom of the following [Doc](https://docs.google.com/document/d/1giWrZQk1DnC1v-9uDDoos2zNBO06SLI7RatsOMu3RY8/edit?resourcekey=0-wkLBasqHyTZm3POas69tLQ#)

BUG=[b/279811848](https://b.corp.google.com/issues/279811848)

We have an unused pybind rule in the micro/tools BUILD file.

BUG=cleanup

BUG=automated sync from upstream
NO_CHECK_TFLITE_FILES=automated sync from upstream

changes python op resolver visibility to allow for nightly build generated integration test to be able to use it as well. Currently only seanet integration_tests have visibility 

[test via running workflow on forked repo](https://github.com/turbotoribio/tflite-micro/actions/runs/4997829269)

BUG=[b/276918689 ](https://b.corp.google.com/issues/276918689#comment17)

The `tflite_flatbuffer_align` tool is currently a C++ script. The functionality of this script is only useful after you have modified the tflite flatbuffer via the Python API, then you would call this script to realign via the C++ API.

It would make more sense to wrap this tool in python, and use it directly in the python script, instead of having a two step procedure.
We leave a py binary with the same bazel target +args structure to keep support for any prior usecases.

BUG=[274637329](http://b/274637329)

BUG=automated sync from upstream
NO_CHECK_TFLITE_FILES=automated sync from upstream

PR #1641 moved all the issue generation into a single workflow. However, that changed missed removing the code in generate_integration_tests.yml.

Also, removed some trailing whitespace in the workflow files.

BUG=fix issue creation on nightly workflow failure.

This PR does the following: 

This cl finishes the depreciation of AllOpsResolver in TFLM and then regenerate generate_per_layer test using PythonOpsResolver instead of AllOpsResolver after adding it to the MakoTemplate. 

[command used to regenerate integration_test](https://b.corp.google.com/issues/245770006#comment1)

[doc for changes](https://docs.google.com/document/d/1vafCGaFGGBauAssAdFABtmgpiRju2V3isioZfLMgeEc/edit?resourcekey=0-pc-aJl3TPZ7NcO9RxrNsrA#)

BUG=[b/276918689](https://b.corp.google.com/issues/276918689)

Fix the incorrect function comment on KernelRunner::Invoke(),
which says it calls a kernel registration's init and
prepare---implying the call InitAndPrepare is optional. In fact,
Invoke() does not call init and prepare; it only calls invoke.

Bug=see description

Add an .editorconfig file to set the project's code formatting
styles in editors which support the [EditorConfig](https://editorconfig.org)
standard. EditorConfig is natively supported by VisualStudio,
GitHub, Neovim, etc.

BUG=see description

This PR does the following: 

1. Introduces PythonOpsResolver Target 
2. removes a reference to AllOpsResolver in remaing places in TFLM repo outside of integration_tests

[doc for changes](https://docs.google.com/document/d/1vafCGaFGGBauAssAdFABtmgpiRju2V3isioZfLMgeEc/edit?resourcekey=0-pc-aJl3TPZ7NcO9RxrNsrA#)

[google3 cl](https://critique.corp.google.com/cl/531013669)

BUG=[b/276918689](https://b.corp.google.com/issues/276918689)

Upgrade the third party Python package dependencies. This
includes the most recent release of Tensorflow, 2.12. As a
byproduct, using Tensorflow 2.12 enables using the latest release
of Python, 3.11.

BUG=closes #1966

In preparation for upgrading the Tensorflow Python package dependency, upgrade
the C++ standard used when compiling //python/tests:cc_deps_link_test from
C++14 to C++17. cc_deps_link_test tests linking against the Tensorflow Python
package's extension module.

Bug=#1966.

BUG=http://b/239852051

BUG=automated sync from upstream
NO_CHECK_TFLITE_FILES=automated sync from upstream

Co-authored-by: Nmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

This reverts commit b3e202b1.

BUG=https://github.com/tensorflow/tflite-micro/issues/508

It should be working again now!

BUG=CI failing because all ops was replaced by mutable resolver and one operator was missing

Fixes #1899 

BUG=#508 and http://b/200052821

Gets rid of all references/usage of AllOpsResolver in the TFLM repo

[corresponding google3 cl](https://critique.corp.google.com/cl/528512732)

BUG=[b/280326818](https://b.corp.google.com/issues/280326818)

BUG=automated sync from upstream
NO_CHECK_TFLITE_FILES=automated sync from upstream