Internal change

PiperOrigin-RevId: 428802917

official/vision/beta/projects/example/README.md → official/vision/examples/starter/README.md

@@ -35,14 +35,14 @@ input and return an `ExampleModel` instance, similar as
 As a simple example, we define a single model. However, you can split the model
 implementation to individual components, such as backbones, decoders, heads, as
 what we do
-[here](https://github.com/tensorflow/models/blob/master/official/vision/beta/modeling).
+[here](https://github.com/tensorflow/models/blob/master/official/vision/modeling).
 And then in `build_example_model` function, you can hook up these components
 together to obtain your full model.
 
 ## Create Dataloader
 
 A dataloader reads, decodes and parses the input data. We have created various
-[dataloaders](https://github.com/tensorflow/models/blob/master/official/vision/beta/dataloaders)
+[dataloaders](https://github.com/tensorflow/models/blob/master/official/vision/dataloaders)
 to handle standard input formats for classification, detection and segmentation.
 If you have non-standard or complex data, you may want to create your own
 dataloader. It contains a `Decoder` and a `Parser`.
@@ -123,10 +123,10 @@ together and is called by the base
 You can create your own task by inheriting from base
 [Task](https://github.com/tensorflow/models/blob/master/official/core/base_task.py),
 or from one of the
-[tasks](https://github.com/tensorflow/models/blob/master/official/vision/beta/tasks/)
+[tasks](https://github.com/tensorflow/models/blob/master/official/vision/tasks/)
 we already defined, if most of the operations can be reused. An `ExampleTask`
 inheriting from
-[ImageClassificationTask](https://github.com/tensorflow/models/blob/master/official/vision/beta/tasks/image_classification.py#L32)
+[ImageClassificationTask](https://github.com/tensorflow/models/blob/master/official/vision/tasks/image_classification.py#L32)
 can be found
 [here](example_task.py).
 We will go through each important components in the task in the following.
@@ -175,7 +175,7 @@ from official.vision.beta.projects.example import example_task
 ## Training
 
 You can create your own trainer by branching from our core
-[trainer](https://github.com/tensorflow/models/blob/master/official/vision/beta/train.py).
+[trainer](https://github.com/tensorflow/models/blob/master/official/vision/train.py).
 Just make sure you import the registry like this:
 
 ```python
@@ -185,7 +185,7 @@ from official.vision.beta.projects.example import registry_imports  # pylint: di
 You can run training locally for testing purpose:
 
 ```bash
-# Assume you are under official/vision/beta/projects.
+# Assume you are under official/vision/projects.
 python3 example/train.py \
   --experiment=tf_vision_example_experiment \
   --config_file=${PWD}/example/example_config_local.yaml \
@@ -210,5 +210,5 @@ python3 example/train.py \
   --mode=train \
   --tpu=$TPU_NAME \
   --model_dir=/tmp/tfvision_test/
-  --config_file=third_party/tensorflow_models/official/vision/beta/projects/example/example_config_tpu.yaml
+  --config_file=third_party/tensorflow_models/official/vision/examples/starter/example_config_tpu.yaml
 ```

official/vision/beta/projects/example/example_config.py → official/vision/examples/starter/example_config.py

@@ -13,9 +13,8 @@
 # limitations under the License.
 
 """Example experiment configuration definition."""
-from typing import List
-
 import dataclasses
+from typing import List
 
 from official.core import config_definitions as cfg
 from official.core import exp_factory

official/vision/beta/projects/example/example_input.py → official/vision/examples/starter/example_input.py

@@ -22,9 +22,9 @@ from typing import Mapping, List, Tuple
 # Import libraries
 import tensorflow as tf
 
-from official.vision.beta.dataloaders import decoder
-from official.vision.beta.dataloaders import parser
-from official.vision.beta.ops import preprocess_ops
+from official.vision.dataloaders import decoder
+from official.vision.dataloaders import parser
+from official.vision.ops import preprocess_ops
 
 MEAN_RGB = (0.485 * 255, 0.456 * 255, 0.406 * 255)
 STDDEV_RGB = (0.229 * 255, 0.224 * 255, 0.225 * 255)

official/vision/beta/projects/example/example_model.py → official/vision/examples/starter/example_model.py

@@ -22,7 +22,7 @@ directly used from `official/vision/beta/modeling` directory.
 from typing import Any, Mapping
 # Import libraries
 import tensorflow as tf
-from official.vision.beta.projects.example import example_config as example_cfg
+from official.vision.examples.starter import example_config as example_cfg
 
 
 class ExampleModel(tf.keras.Model):

official/vision/beta/projects/example/example_task.py → official/vision/examples/starter/example_task.py

@@ -21,10 +21,10 @@ from official.common import dataset_fn
 from official.core import base_task
 from official.core import task_factory
 from official.modeling import tf_utils
-from official.vision.beta.dataloaders import input_reader_factory
-from official.vision.beta.projects.example import example_config as exp_cfg
-from official.vision.beta.projects.example import example_input
-from official.vision.beta.projects.example import example_model
+from official.vision.dataloaders import input_reader_factory
+from official.vision.examples.starter import example_config as exp_cfg
+from official.vision.examples.starter import example_input
+from official.vision.examples.starter import example_model
 
 
 @task_factory.register_task_cls(exp_cfg.ExampleTask)

official/vision/beta/projects/example/registry_imports.py → official/vision/examples/starter/registry_imports.py

@@ -21,7 +21,7 @@ to handle each file separately.
 
 # pylint: disable=unused-import
 from official.common import registry_imports
-from official.vision.beta.projects.example import example_config
-from official.vision.beta.projects.example import example_input
-from official.vision.beta.projects.example import example_model
-from official.vision.beta.projects.example import example_task
+from official.vision.examples.starter import example_config
+from official.vision.examples.starter import example_input
+from official.vision.examples.starter import example_model
+from official.vision.examples.starter import example_task

official/vision/beta/projects/example/train.py → official/vision/examples/starter/train.py

@@ -22,7 +22,7 @@ from absl import app
 
 from official.common import flags as tfm_flags
 from official.vision.beta import train
-from official.vision.beta.projects.example import registry_imports  # pylint: disable=unused-import
+from official.vision.examples.starter import registry_imports  # pylint: disable=unused-import
 
 
 if __name__ == '__main__':