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1 change: 1 addition & 0 deletions README.md
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Expand Up @@ -173,3 +173,4 @@ Learn more about the
## License

[Apache License 2.0](LICENSE)
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1 change: 1 addition & 0 deletions ci/README.md
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Expand Up @@ -15,3 +15,4 @@ and deploy TensorFlow. This folder is typically used by continuous integration
(CI) tools to build and test TensorFlow whenever there is a change to the
code. This folder is broken into subfolders that represent the level of support
and ownership of the files contained within.
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1 change: 1 addition & 0 deletions ci/devinfra/README.md
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Expand Up @@ -15,3 +15,4 @@ Issue Reporting: File an issue against this repo and tag

A directory for build and CI related scripts and jobs managed by the TensorFlow
DevInfra team but not part of the official build, test, or release process.
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1 change: 1 addition & 0 deletions ci/official/README.md
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Expand Up @@ -173,3 +173,4 @@ is a brief explanation of how they tie together:
`utilities/` scripts.
- The `tfrun` function makes a command run correctly in Docker if Docker
is enabled.
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1 change: 1 addition & 0 deletions ci/official/requirements_updater/README.md
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Expand Up @@ -125,3 +125,4 @@ unless indicated otherwise.

6) A new `requirements_lock_3_11.txt` file should appear under the root of the
`tensorflow` directory.
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1 change: 1 addition & 0 deletions ci/official/wheel_test/README.md
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Expand Up @@ -92,3 +92,4 @@ bazel build //:test_import_api_packages
```
bazel test //:test_import_api_packages --test_output=all
```
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1 change: 1 addition & 0 deletions tensorflow/c/README.md
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Expand Up @@ -5,3 +5,4 @@
- [Linux CPU-only](https://storage.googleapis.com/tensorflow-nightly/github/tensorflow/lib_package/libtensorflow-cpu-linux-x86_64.tar.gz)
- [Linux GPU](https://storage.googleapis.com/tensorflow-nightly/github/tensorflow/lib_package/libtensorflow-gpu-linux-x86_64.tar.gz)
- [MacOS CPU-only](https://storage.googleapis.com/tensorflow-nightly/github/tensorflow/lib_package/libtensorflow-cpu-darwin-x86_64.tar.gz)
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1 change: 1 addition & 0 deletions tensorflow/c/experimental/ops/README.md
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Expand Up @@ -18,3 +18,4 @@ generated in the output file `c/experimental/ops/math_ops.cc`.

Running this script should be a no-op, generating identical code other than
formatting (i.e., line wrapping).
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1 change: 1 addition & 0 deletions tensorflow/c/experimental/ops/gen/README.md
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Expand Up @@ -114,3 +114,4 @@ The dependencies are as follows:
`lang::Views`
* `lang::Renderer` depends on `lang::View` (and `lang::Renderer` peers)
* `lang::View` depends on the model (e.g. `OpSpec`) (and `lang::View` peers)
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1 change: 1 addition & 0 deletions tensorflow/c/experimental/saved_model/README.md
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Expand Up @@ -64,3 +64,4 @@ TF C API implementations use `tf_status_internal.h` (to extract the underlying
in `saved_model/public/`. These are implementation
details subject to change, and have limited visibility to implementors only.
This is the bottom-most layer of the `C++ -> C -> C++` sandwich.
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1 change: 1 addition & 0 deletions tensorflow/c/experimental/saved_model/public/README.md
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Expand Up @@ -26,3 +26,4 @@ TFE_DeleteContext(ctx);
TFE_DeleteContextOptions(ctx_options);
TF_DeleteStatus(status);
```
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1 change: 1 addition & 0 deletions tensorflow/cc/gradients/README.md
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Expand Up @@ -54,3 +54,4 @@ implemented.
* Maybe more.

For questions: Please create an issue assigned to suharshs.
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1 change: 1 addition & 0 deletions tensorflow/cc/saved_model/README.md
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@@ -1 +1,2 @@
<!--#include file="../../python/saved_model/README.md"-->
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1 change: 1 addition & 0 deletions tensorflow/cc/saved_model/image_format/README.md
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Expand Up @@ -19,3 +19,4 @@ automatically save with the new format (`.cpb` instead of `.pb`).
The official TF APIs (TF1/TF2 python or C++ loading) have already been
integrated to handle the new format, but some downstream converters may not
have been updated.
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1 change: 1 addition & 0 deletions tensorflow/compiler/mlir/README.md
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Expand Up @@ -33,3 +33,4 @@ You can then use this overlay to build TensorFlow:
bazel build --override_repository="llvm-raw=${LLVM_SRC}" \
-c opt tensorflow/compiler/mlir:tf-opt
```
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1 change: 1 addition & 0 deletions tensorflow/compiler/mlir/g3doc/README.md
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@@ -1,3 +1,4 @@
# TensorFlow MLIR

These are the docs for: https://www.tensorflow.org/mlir
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1 change: 1 addition & 0 deletions tensorflow/compiler/mlir/lite/README.md
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Expand Up @@ -33,3 +33,4 @@ See
https://github.com/tensorflow/tensorflow/blob/master/tensorflow/compiler/mlir/lite/tf_tfl_passes.cc
for the full list of MLIR passes for conversion from TensorFlow to TensorFlow
Lite.
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1 change: 1 addition & 0 deletions tensorflow/compiler/mlir/lite/experimental/tac/README.md
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Expand Up @@ -269,3 +269,4 @@ the `FuncOp` based on the target-device cost model and sum them together.
#### Pick Subgraphs Pass
In the pick subgraphs pass, we will pick those subgraphs which can minimize the
global costs (we will take the tensor transferring costs as well).
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Expand Up @@ -58,3 +58,4 @@ tf-to-stablehlo-translate <saved-model-path> --input-arg-shapes=1,12:1,12:1,12
* TensorFlow
* MLIR
* Abseil (absl)
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Expand Up @@ -46,3 +46,4 @@ that doesn't involve serializing a SavedModel to disk and reading it back.

The test iteration cycle for these tests is very long (usually over a minute).
We need to find a way to improve this in the future.
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1 change: 1 addition & 0 deletions tensorflow/compiler/mlir/tfr/README.md
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Expand Up @@ -166,3 +166,4 @@ the backends.
* Feng Liu
* Dan Moldovan

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1 change: 1 addition & 0 deletions tensorflow/compiler/plugin/README.md
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Expand Up @@ -10,3 +10,4 @@ For integration into the unit test system, see the files:

- tensorflow/compiler/tests/plugin.bzl
- tensorflow/compiler/xla/tests/plugin.bzl
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1 change: 1 addition & 0 deletions tensorflow/core/api_def/README.md
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Expand Up @@ -2,3 +2,4 @@ This folder contains the ApiDef proto definitions of TensorFlow operations.

The canonical source of documentation for these operations can be found in
the base_api/ directory.
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1 change: 1 addition & 0 deletions tensorflow/core/distributed_runtime/README.md
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Expand Up @@ -8,3 +8,4 @@ To learn how to use the distributed runtime to create a TensorFlow cluster, see
the
[Distributed TensorFlow](https://www.tensorflow.org/guide/distributed_training)
How-To.
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1 change: 1 addition & 0 deletions tensorflow/core/function/README.md
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Expand Up @@ -3,3 +3,4 @@ of operations, which represents the function body.

This directory contains function-specific code, spanning from the high-level,
tf.function API, down to (and excluding) the graph execution framework.
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1 change: 1 addition & 0 deletions tensorflow/core/graph/regularization/README.md
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Expand Up @@ -35,3 +35,4 @@ GraphDef regularization helps us answer a variety of interesting questions:

If you would like to contribute to the GraphDef regularization library, please
send us a pull request. We welcome collaboration!
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1 change: 1 addition & 0 deletions tensorflow/core/ir/README.md
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Expand Up @@ -398,3 +398,4 @@ The details of such mechanisms are left for future work.
models type and shape information on each individual result produced by an
operation, some attributes that are inserted for the sole purpose of
typing are redundant and eliminated in MLIR.
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1 change: 1 addition & 0 deletions tensorflow/core/platform/README.md
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Expand Up @@ -6,3 +6,4 @@

The libraries in this package are not allowed to have ANY dependencies
to any TensorFlow code outside this package.
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1 change: 1 addition & 0 deletions tensorflow/core/profiler/backends/README.md
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Expand Up @@ -4,3 +4,4 @@ and related code.
`tensorflow::ProfilerSession` manages a collection of profile sources. Each
profile source implements a subclass of
`tensorflow::profiler::ProfilerInterface`.
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1 change: 1 addition & 0 deletions tensorflow/core/public/README.md
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Expand Up @@ -85,3 +85,4 @@ int main(int argc, char** argv) {

For a more fully-featured C++ example, see
`tensorflow/cc/tutorials/example_trainer.cc`
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1 change: 1 addition & 0 deletions tensorflow/core/transforms/README.md
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Expand Up @@ -5,3 +5,4 @@ Intermediate Representation (IR) for TensorFlow Graph (see the ir/ folder).

TODO: more details here.

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1 change: 1 addition & 0 deletions tensorflow/core/util/sparse/README.md
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Expand Up @@ -220,3 +220,4 @@ Coding Example:
EXPECT_EQ(conc2.Order(), {1, 0, 2});
// All indices' orders matched, so output is in order.
EXPECT_TRUE(conc2.IndicesValid());
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1 change: 1 addition & 0 deletions tensorflow/distribute/experimental/rpc/README.md
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Expand Up @@ -4,3 +4,4 @@ This directory contains kernels for RPC Ops in TensorFlow distribute package.


Note*: These ops may move to a separate repository in the future.
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1 change: 1 addition & 0 deletions tensorflow/docs_src/README.md
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@@ -1,3 +1,4 @@
# This directory has moved

The new location is: https://github.com/tensorflow/docs/
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1 change: 1 addition & 0 deletions tensorflow/examples/README.md
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Expand Up @@ -18,3 +18,4 @@ If that's not what you're looking for here are some links:
build. If you need a stand alone build
[see the C API](https://www.tensorflow.org/install/lang_c).
* This directory is not actively maintained.
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1 change: 1 addition & 0 deletions tensorflow/examples/adding_an_op/README.md
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@@ -1,2 +1,3 @@
This is the code as described in https://tensorflow.org/guide/create_op.
See `../custom_ops_doc` for more examples.
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1 change: 1 addition & 0 deletions tensorflow/examples/custom_ops_doc/README.md
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Expand Up @@ -8,3 +8,4 @@ The following subdirectories have examples of Custom Ops.
* multiplex_4: C++ backward compatibility example: lists of tensors
* simple_hash_table: internal state using a Resource using ref-counting
* sleep: Asynchronous (non-blocking) sleep op using AsyncOpKernel
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1 change: 1 addition & 0 deletions tensorflow/examples/custom_ops_doc/multiplex_1/README.md
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Expand Up @@ -401,3 +401,4 @@ Wrapper (automatically generated) | N/A | `gen_multiple
Wrapper (with public API and docstring) | `py_strict_library` | `multiplex_1_op` | `multiplex_1_op.py`
Tests | `tf_py_strict_test` | `multiplex_1_test` | `multiplex_1_test.py`
<!-- LINT.ThenChange(multiplex_1.md) -->
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1 change: 1 addition & 0 deletions tensorflow/examples/custom_ops_doc/multiplex_2/README.md
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Expand Up @@ -413,3 +413,4 @@ Wrapper (automatically generated) | N/A | `gen_multiple
Wrapper (with public API and docstring) | `py_strict_library` | `multiplex_2_op` | `multiplex_2_op.py`
Tests | `cuda_py_test` | `multiplex_2_test` | `multiplex_2_test.py`
<!-- LINT.ThenChange(multiplex_2.md) -->
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1 change: 1 addition & 0 deletions tensorflow/examples/custom_ops_doc/multiplex_3/README.md
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Expand Up @@ -684,3 +684,4 @@ Tests | `tf_py_test` | `multiplex_3_
* [Extension types and dispatch decorators](https://www.tensorflow.org/guide/extension_type#tensor_api_dispatch)
* [Working with sparse tensors](https://www.tensorflow.org/guide/sparse_tensor)
<!-- LINT.ThenChange(multiplex_3.md) -->
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1 change: 1 addition & 0 deletions tensorflow/examples/custom_ops_doc/multiplex_4/README.md
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Expand Up @@ -610,3 +610,4 @@ New op (with SavedModel) | `py_strict_binary` | `multiplex_4_load_and_use` | `m
* [SavedModel](https://www.tensorflow.org/guide/saved_model)
* [Numpy Select](https://numpy.org/doc/stable/reference/generated/numpy.select.html)
<!-- LINT.ThenChange(multiplex_4.md) -->
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Expand Up @@ -897,3 +897,4 @@ Wrapper (with public API and docstring) | `py_strict_library` | `simple_hash_
Tests | `tf_py_test` | `simple_hash_table_test` | `simple_hash_table_test.py`
<!-- LINT.ThenChange(simple_hash_table.md) -->

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1 change: 1 addition & 0 deletions tensorflow/examples/custom_ops_doc/sleep/README.md
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Expand Up @@ -636,3 +636,4 @@ the `sleep` op.
| Tests | `tf_py_test` | `sleep_test` | `sleep_test.py` |
| Example | `py_strict_binary` | `sleep_bin` | `sleep_bin.py` |
<!-- LINT.ThenChange(sleep.md) -->
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1 change: 1 addition & 0 deletions tensorflow/examples/image_retraining/README.md
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Expand Up @@ -13,3 +13,4 @@ above, as explained in TensorFlow's revised
Older versions of this example (using frozen GraphDefs instead of
TensorFlow Hub modules) are available in the release branches of
TensorFlow versions up to and including 1.7.
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1 change: 1 addition & 0 deletions tensorflow/examples/label_image/README.md
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Expand Up @@ -97,3 +97,4 @@ academic gown 0.0103581
pickelhaube 0.00800818
bulletproof vest 0.0053509
```
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1 change: 1 addition & 0 deletions tensorflow/examples/multibox_detector/README.md
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Expand Up @@ -69,3 +69,4 @@ $ bazel-bin/tensorflow/examples/multibox_detector/detect_objects --image=my_imag

For another implementation of this work, you can check out the [Android
TensorFlow demo](https://github.com/tensorflow/tensorflow/tree/master/tensorflow/examples/android).
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1 change: 1 addition & 0 deletions tensorflow/examples/speech_commands/README.md
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Expand Up @@ -2,3 +2,4 @@

This is a basic speech recognition example. For more information, see the
tutorial at https://www.tensorflow.org/tutorials/audio/simple_audio.
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1 change: 1 addition & 0 deletions tensorflow/examples/udacity/README.md
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Expand Up @@ -3,3 +3,4 @@ The contents of this folder have been moved to:

[https://github.com/tensorflow/examples/tree/master/courses/udacity_deep_learning](https://github.com/tensorflow/examples/tree/master/courses/udacity_deep_learning)

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1 change: 1 addition & 0 deletions tensorflow/examples/wav_to_spectrogram/README.md
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Expand Up @@ -47,3 +47,4 @@ bazel-bin/tensorflow/examples/wav_to_spectrogram/wav_to_spectrogram \
--stride=512 \
--output_image=/tmp/my_spectrogram.png
```
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1 change: 1 addition & 0 deletions tensorflow/go/README.md
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Expand Up @@ -15,3 +15,4 @@ The TensorFlow team is not currently maintaning the Documentation for installing
The instructions has been maintained by the third party contributor: @wamuir

Please follow this [source](https://github.com/tensorflow/build/tree/master/golang_install_guide) by @wamuir for the installation of Golang with Tensorflow.
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1 change: 1 addition & 0 deletions tensorflow/java/README.md
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Expand Up @@ -7,3 +7,4 @@
> For using TensorFlow on Android, refer instead to [TensorFlow Lite](https://www.tensorflow.org/code/tensorflow/lite/).

Follow this [link](LEGACY.md) for legacy instructions.
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1 change: 1 addition & 0 deletions tensorflow/lite/README.md
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Expand Up @@ -6,3 +6,4 @@ with a small binary size and fast performance supporting hardware acceleration.

See the documentation: https://www.tensorflow.org/lite/
Documentation edits can be made here: [tensorflow/lite/g3doc](./g3doc/)
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1 change: 1 addition & 0 deletions tensorflow/lite/c/README.md
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Expand Up @@ -47,3 +47,4 @@ The generated shared library will be available in your
library together with the necessary headers (`c_api.h`, `c_api_experimental.h`
and `common.h`) will be available soon, and will also be released as a prebuilt
archive (together with existing prebuilt packages for Android/iOS).
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2 changes: 1 addition & 1 deletion tensorflow/lite/core/README.md
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Expand Up @@ -25,4 +25,4 @@ categories.
headers.

3. The header file `tensorflow/lite/core/subgraph.h`. This contains
some experimental APIs.
some experimental APIs.Hello World
1 change: 1 addition & 0 deletions tensorflow/lite/core/async/README.md
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Expand Up @@ -11,3 +11,4 @@ Experimental support for TFLite asynchronous execution and interoperability.
| `/async` | Asynchronous execution APIs. Definition for async kernel. |
| `/async/interop` | Data structures supporting buffer and sync object interop. Reconciliation functions for buffer / sync attributes. |
| `/async/interop/c` | C APIs for buffer and sync object interop. |
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1 change: 1 addition & 0 deletions tensorflow/lite/core/shims/README.md
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Expand Up @@ -7,3 +7,4 @@ The target will not use TF Lite in Play Services.
The intent is that the build macros in this directory could be modified to
optionally redirect to a different implementation of TF Lite C and C++ APIs
(for example, one built into the underlying operating system platform).
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1 change: 1 addition & 0 deletions tensorflow/lite/delegates/coreml/README.md
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Expand Up @@ -195,3 +195,4 @@ TfLiteDelegate* TfLiteCoreMlDelegateCreate(
// Do any needed cleanup and delete 'delegate'.
void TfLiteCoreMlDelegateDelete(TfLiteDelegate* delegate);
```
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1 change: 1 addition & 0 deletions tensorflow/lite/delegates/external/README.md
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Expand Up @@ -31,3 +31,4 @@ delegate evaluation.

Note, this delegate is the corresponding C++ implementation to the one for
Tensorflow Lite Python binding as shown [here](https://github.com/tensorflow/tensorflow/blob/7145fc0e49be01ef6943f4df386ce38567e37797/tensorflow/lite/python/interpreter.py#L42).
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1 change: 1 addition & 0 deletions tensorflow/lite/delegates/gpu/README.md
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Expand Up @@ -172,3 +172,4 @@ performs FP16 calculation internally, and set `wait_type` to
Grundmann
* CVPR Workshop
[Efficient Deep Learning for Computer Vision (ECV2019)](https://sites.google.com/corp/view/ecv2019)
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Expand Up @@ -5,3 +5,4 @@ receives a simple automatically generated tflite model as an input. Model runs
with default tflite cpu interpreter and an delegated interpreter. Test succeeds
when output results for both interpretes match with the given accuracy.

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@@ -1 +1,2 @@
.tflite models must be added to this folder before xcodeproj generation
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1 change: 1 addition & 0 deletions tensorflow/lite/delegates/hexagon/README.md
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Expand Up @@ -112,3 +112,4 @@ are verified in `IsNodeSupportedByHexagon`:
* Constraints:
- stride height/width <= 3
- dilation height/width == 1
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1 change: 1 addition & 0 deletions tensorflow/lite/delegates/hexagon/builders/tests/README.md
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Expand Up @@ -17,3 +17,4 @@ For example if files are extracted in /tmp/hexagon_skel, the sample command.
`
bash tensorflow/lite/delegates/hexagon/builders/tests/run_tests.sh /tmp/hexagon_skel
`
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1 change: 1 addition & 0 deletions tensorflow/lite/delegates/utils/dummy_delegate/README.md
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Expand Up @@ -162,3 +162,4 @@ Therefore, the dynamic external delegate adaptor library created here could be
directly used with Tensorflow Lite Python APIs.

More detailed guide on TFLite delegate is coming soon.
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Expand Up @@ -258,3 +258,4 @@ bazel run -c opt \
//tensorflow/lite/delegates/utils/experimental/sample_stable_delegate:sample_app_using_stable_delegate \
tensorflow/lite/testdata/add.tflite
```
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1 change: 1 addition & 0 deletions tensorflow/lite/delegates/xnnpack/README.md
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Expand Up @@ -787,3 +787,4 @@ Below is the list of currently supported operators:
* Resizing model inputs (via `Interpreter::ResizeInputTensor`) is supported, but
cause a complete reinitialization of the delegate instance, which has
considerable overhead.
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1 change: 1 addition & 0 deletions tensorflow/lite/examples/android/app/README.md
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Expand Up @@ -7,3 +7,4 @@ into several distinct examples:
* [Image Classification](https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification/android)
* [Object Detection](https://github.com/tensorflow/examples/tree/master/lite/examples/object_detection/android)
* [Speech Commands](https://github.com/tensorflow/examples/tree/master/lite/examples/speech_commands/android)
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1 change: 1 addition & 0 deletions tensorflow/lite/examples/label_image/README.md
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Expand Up @@ -239,3 +239,4 @@ adb shell \
-l /data/local/tmp/labels.txt -j 1 \
--use_nnapi=true --nnapi_accelerator_name=google-edgetpu"
```
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1 change: 1 addition & 0 deletions tensorflow/lite/examples/minimal/README.md
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Expand Up @@ -53,3 +53,4 @@ In the minimal_build directory,
```sh
./minimal <path/to/tflite/model>
```
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1 change: 1 addition & 0 deletions tensorflow/lite/examples/python/README.md
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Expand Up @@ -45,3 +45,4 @@ You should see results like this:
0.014874: mortarboard
0.011758: bolo tie
```
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1 change: 1 addition & 0 deletions tensorflow/lite/experimental/acceleration/README.md
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Expand Up @@ -13,3 +13,4 @@ is much less need for allowlisting on iOS.
This code lives in the TfLite codebase, since TfLite is the first open-source
customer. It is however meant to support other users (direct use of NNAPI,
mediapipe).
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Expand Up @@ -11,3 +11,4 @@ supported on a specific Android device.
- Convert from json to flatbuffer `flatc -b database.fbs --
gpu_compatibility.json`
- Rebuild ../../../java:tensorflow-lite-gpu
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Expand Up @@ -2,3 +2,4 @@

This package provides building blocks for generating accuracy metrics used in
the mini-benchmark.
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Expand Up @@ -20,3 +20,4 @@ bazel build -c opt --config=android_arm //tensorflow/lite/c:tensorflowlite_c

If you encounter issues with native plugin discovery on Mac ("Darwin")
platforms, try renaming `libtensorflowlite_c.dylib` to `tensorflowlite_c.bundle`.
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1 change: 1 addition & 0 deletions tensorflow/lite/experimental/microfrontend/README.md
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Expand Up @@ -73,3 +73,4 @@ example above, with a `frame_stride=3`, the output tensor would have a shape of
Note we would not expect the striding step to be larger than the stack_size
(should we enforce that?).
-->
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1 change: 1 addition & 0 deletions tensorflow/lite/experimental/microfrontend/lib/README.md
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Expand Up @@ -63,3 +63,4 @@ initialization code in your application, by first running
"frontend_generate_memmap" to create a header/source file that uses a baked in
frontend state. This command could be automated as part of your build process,
or you can just use the output directly.
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1 change: 1 addition & 0 deletions tensorflow/lite/experimental/shlo/README.md
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Expand Up @@ -228,3 +228,4 @@ TODO:
[Google style guide]: https://google.github.io/styleguide/cppguide.html
[Tensorflow Contributing Guide]: https://github.com/tensorflow/tensorflow/blob/master/CONTRIBUTING.md
[Build for iOS]: https://www.tensorflow.org/lite/guide/build_ios
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```shell
adb install bazel-bin/tensorflow/lite/java/demo/app/src/main/TfLiteCameraDemo.apk
```
Hello World
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Vivienne Sze, and Hartwig Adam. In Proceedings of the European Conference
on Computer Vision (ECCV), pp. 285-300. 2018<br />
[[link]](https://arxiv.org/abs/1804.03230) arXiv:1804.03230, 2018.
Hello World
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range [-128, 127].

THESE ARE EXPERIMENTAL AND PRONE TO CHANGE.
Hello World
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