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upper_tabs: | ||
- name: "Install" | ||
lower_tabs: | ||
guides: | ||
- include: /install/_toc.yaml | ||
|
||
- name: "Learn" | ||
path: /learn/ | ||
is_default: true | ||
menu: | ||
- include: /learn/_menu_toc.yaml | ||
lower_tabs: | ||
other: | ||
- name: "Tutorials" | ||
contents: | ||
- include: /tfx/tutorials/_toc.yaml | ||
- name: "Guide" | ||
contents: | ||
- include: /tfx/guide/_toc.yaml | ||
- name: "TFX-Addons" | ||
contents: | ||
- title: TFX-Addons | ||
path: /tfx/addons | ||
- name: API | ||
skip_translation: true | ||
contents: | ||
- title: TFX API | ||
path: /tfx/api_overview | ||
- heading: TFX V1 | ||
- include: /tfx/api_docs/python/tfx/v1/_toc.yaml | ||
- heading: Data Validation | ||
- include: /tfx/data_validation/api_docs/python/tfdv/_toc.yaml | ||
- heading: Transform | ||
- include: /tfx/transform/api_docs/python/tft/_toc.yaml | ||
- break: true | ||
- include: /tfx/transform/api_docs/python/tft_beam/_toc.yaml | ||
- heading: Model Analysis | ||
- include: /tfx/model_analysis/api_docs/python/tfma/_toc.yaml | ||
- heading: Serving | ||
- title: Client API (REST) | ||
path: /tfx/serving/api_rest/ | ||
- title: Client API (gRPC) | ||
path: https://github.com/tensorflow/serving/tree/master/tensorflow_serving/apis | ||
status: external | ||
- title: Server API (C++) | ||
section: | ||
- title: Overview | ||
path: /tfx/serving/api_docs/cc/ | ||
- include: /tfx/serving/api_docs/cc/_doxygen.yaml | ||
- heading: ML Metadata | ||
- include: /tfx/ml_metadata/api_docs/python/mlmd/_toc.yaml | ||
- heading: TF Metadata | ||
- include: /tfx/tf_metadata/api_docs/python/tfmd/proto/_toc.yaml | ||
- heading: tfx_bsl | ||
- include: /tfx/tfx_bsl/api_docs/python/tfx_bsl/public/_toc.yaml | ||
|
||
- include: /api_docs/_upper_tabs_api.yaml | ||
- include: /resources/_upper_tabs_resources.yaml | ||
- include: /_upper_tabs_right.yaml |
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# Copyright 2023 The TensorFlow Authors. All Rights Reserved. | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
# | ||
# ============================================================================== | ||
book_path: /tfx/_book.yaml | ||
project_path: /tfx/_project.yaml | ||
description: A library of useful extra functionality for TFX, created and maintained by | ||
the SIG TFX-Addons community. | ||
landing_page: | ||
custom_css_path: /site-assets/css/style.css | ||
rows: | ||
- heading: Community-developed components, examples, and tools for TFX | ||
items: | ||
- classname: devsite-landing-row-50 | ||
description: > | ||
<p> | ||
Developers helping developers. TFX-Addons is a collection of community | ||
projects to build new components, examples, libraries, and tools for TFX. | ||
The projects are organized under the auspices of the special interest group, | ||
SIG TFX-Addons. | ||
</P><P> | ||
<a target='#' href='http://goo.gle/tfx-addons-group'>Join the community and | ||
share your work with the world!</a> | ||
</p> | ||
code_block: | | ||
<p> | ||
TFX-Addons is available on PyPI for all OS. To install the latest version, run: | ||
</p> | ||
<pre class = "prettyprint"> | ||
pip install tfx-addons | ||
</pre> | ||
<p> | ||
You can then use TFX-Addons like this: | ||
</p> | ||
<pre class = "prettyprint"> | ||
from tfx import v1 as tfx | ||
import tfx_addons as tfxa | ||
# Then you can easily load projects tfxa.{project_name}. For example: | ||
tfxa.feast_examplegen.FeastExampleGen(...) | ||
</pre> | ||
- classname: devsite-landing-row-cards | ||
items: | ||
- heading: "Feast ExampleGen Component" | ||
description: > | ||
<p>An | ||
<a target='#' href='https://www.tensorflow.org/tfx/guide/examplegen'>ExampleGen</a> | ||
component for ingesting datasets from a | ||
<a target='#' href='https://feast.dev/'>Feast Feature Store</a>.</p> | ||
path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/feast_examplegen | ||
buttons: | ||
- label: "Feast ExampleGen" | ||
path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/feast_examplegen | ||
- heading: "Feature Selection Component" | ||
description: > | ||
<p>Perform feature selection using various algorithms | ||
with this TFX component.</p> | ||
path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/feature_selection | ||
buttons: | ||
- label: "Feature Selection" | ||
path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/feature_selection | ||
- heading: "Firebase Publisher Component" | ||
description: > | ||
<p>A TFX component to publish/update ML models to | ||
<a target='#' href='https://firebase.google.com/products/ml'>Firebase ML.</a></p> | ||
path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/firebase_publisher | ||
buttons: | ||
- label: "Firebase Publisher" | ||
path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/firebase_publisher | ||
- heading: "Hugging Face Pusher Component" | ||
description: > | ||
<p>Pushes a blessed model to the | ||
<a target='#' href='https://huggingface.co/models'>Hugging Face Model Hub.</a> | ||
Optionally pushes the application to the | ||
<a target='#' href='https://huggingface.co/spaces'>Hugging Face Spaces Hub.</a></p> | ||
path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/huggingface_pusher | ||
buttons: | ||
- label: "Hugging Face Pusher" | ||
path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/huggingface_pusher | ||
- heading: "Message Exit Handler Component" | ||
description: > | ||
<p>Handle the completion or failure of a pipeline by notifying users, including any error | ||
messages.</p> | ||
path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/message_exit_handler | ||
buttons: | ||
- label: "Message Exit Handler" | ||
path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/message_exit_handler | ||
- heading: "MLMD Client Library" | ||
description: > | ||
<p>Client library to inspect content in | ||
<a target='#' href='https://www.tensorflow.org/tfx/guide/mlmd'>ML Metadata</a> | ||
populated by TFX pipelines.</p> | ||
path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/mlmd_client | ||
buttons: | ||
- label: "MLMD Client" | ||
path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/mlmd_client | ||
- heading: "Model Card Generator" | ||
description: > | ||
<p>The ModelCardGenerator takes | ||
<a target='#' href='https://www.tensorflow.org/tfx/guide/statsgen'>dataset statistics</a>, | ||
<a target='#' href='https://www.tensorflow.org/tfx/guide/evaluator'>model evaluation</a>, | ||
and a <a target='#' href='https://www.tensorflow.org/tfx/guide/pusher'>pushed model</a> | ||
to automatically populate parts of a model card.</p> | ||
path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/model_card_generator | ||
buttons: | ||
- label: "Model Card Generator" | ||
path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/model_card_generator | ||
- heading: "Pandas Transform Component" | ||
description: > | ||
<p>Use <a target='#' href='https://pandas.pydata.org/'>Pandas dataframes</a> | ||
instead of the standard Transform component for your feature engineering. Processing is | ||
distributed using <a target='#' href='https://beam.apache.org/'>Apache Beam</a> | ||
for scalability.</p> | ||
path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/pandas_transform | ||
buttons: | ||
- label: "Pandas Transform" | ||
path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/pandas_transform | ||
- heading: "Sampling Component" | ||
description: > | ||
<p>A TFX component to sample data from examples, using probabilistic estimation.</p> | ||
path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/sampling | ||
buttons: | ||
- label: "Sampling" | ||
path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/sampling | ||
- heading: "Schema Curation Component" | ||
description: > | ||
<p>Apply user code to a schema produced by the | ||
<a target='#' href='https://www.tensorflow.org/tfx/guide/schemagen'>SchemaGen component</a>, | ||
and curate it based on domain knowledge.</p> | ||
path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/schema_curation | ||
buttons: | ||
- label: "Schema Curation" | ||
path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/schema_curation | ||
- heading: "XGBoost Evaluator Component" | ||
description: > | ||
<p>Evaluate | ||
<a target='#' href='https://xgboost.ai/'>XGBoost</a> | ||
models by extending the standard | ||
<a target='#' href='https://www.tensorflow.org/tfx/guide/evaluator'>Evaluator component</a>. | ||
</p> | ||
path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/xgboost_evaluator | ||
buttons: | ||
- label: "XGBoost Evaluator" | ||
path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/xgboost_evaluator |
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