README changes

Signed-off-by: SHAHROKH DAIJAVAD <[email protected]>

transforms/language/text_encoder/README.md

@@ -1,7 +1,7 @@
 # Text Encoder Transform 
 
 Please see the set of
-[transform project conventions](../../../README.md#transform-project-conventions)
+[transform project conventions](../../README.md#transform-project-conventions)
 for details on general project conventions, transform configuration,
 testing and IDE set up.
 
@@ -48,41 +48,19 @@ The transform can be tuned with the following parameters.
 
 When invoking the CLI, the parameters must be set as `--text_encoder_<name>`, e.g. `--text_encoder_column_name_key=myoutput`.
 
-
-### Running the samples
-To run the samples, use the following `make` targets
-
-* `run-cli-sample` - runs src/text_encoder_transform.py using command line args
-* `run-local-sample` - runs src/text_encoder_local.py
-
-These targets will activate the virtual environment and set up any configuration needed.
-Use the `-n` option of `make` to see the detail of what is done to run the sample.
-
-For example, 
-```shell
-make run-cli-sample
-...
-```
-Then 
-```shell
-ls output
-```
-To see results of the transform.
-
 ### Code example
 
-TBD (link to the notebook will be provided)
-
+Here is a sample [notebook](text_encoder-python.ipynb)
 
 ### Transforming data using the transform image
 
 To use the transform image to transform your data, please refer to the 
-[running images quickstart](../../../../doc/quick-start/run-transform-image.md),
+[running images quickstart](../../../doc/quick-start/run-transform-image.md),
 substituting the name of this transform image and runtime as appropriate.
 
 ## Testing
 
-Following [the testing strategy of data-processing-lib](../../../../data-processing-lib/doc/transform-testing.md)
+Following [the testing strategy of data-processing-lib](../../../data-processing-lib/doc/transform-testing.md)
 
 Currently we have:
 - [Unit test](test/test_text_encoder_python.py)
@@ -91,50 +69,28 @@ Currently we have:
 
 # TextEncoder Ray Transform 
 Please see the set of
-[transform project conventions](../../../README.md#transform-project-conventions)
+[transform project conventions](../../README.md#transform-project-conventions)
 for details on general project conventions, transform configuration,
 testing and IDE set up.
 
 ## Summary 
-This project wraps the [text_encoder transform](../python) with a Ray runtime.
+This project wraps the text_encoder transform with a Ray runtime.
 
 ## Configuration and command line Options
 
 Text Encoder configuration and command line options are the same as for the base python transform. 
 
-## Running
+### Code example
+
+Here is a sample [notebook](text_encoder-ray.ipynb)
 
 ### Launched Command Line Options 
-In addition to those available to the transform as defined in [here](../python/README.md),
-the set of 
-[ray launcher](../../../../data-processing-lib/doc/ray-launcher-options.md) are available.
-
-### Running the samples
-To run the samples, use the following `make` targets
-
-* `run-cli-sample` - runs src/text_encoder_transform.py using command line args
-* `run-local-sample` - runs src/text_encoder_local_ray.py
-* `run-s3-sample` - runs src/text_encoder_s3_ray.py
-    * Requires prior installation of minio, depending on your platform (e.g., from [here](https://min.io/docs/minio/macos/index.html)
-     and [here](https://min.io/docs/minio/linux/index.html) 
-     and invocation of `make minio-start` to load data into local minio for S3 access.
-
-These targets will activate the virtual environment and set up any configuration needed.
-Use the `-n` option of `make` to see the detail of what is done to run the sample.
-
-For example, 
-```shell
-make run-cli-sample
-...
-```
-Then 
-```shell
-ls output
-```
-To see results of the transform.
+
+In addition to those available to the transform as defined here,
+[ray launcher options](../../../data-processing-lib/doc/ray-launcher-options.md) are available.
 
 ### Transforming data using the transform image
 
 To use the transform image to transform your data, please refer to the 
-[running images quickstart](../../../../doc/quick-start/run-transform-image.md),
+[running images quickstart](../../../doc/quick-start/run-transform-image.md),
 substituting the name of this transform image and runtime as appropriate.