MLECO-2051: Work with Corstone-300 + Ethos-U65

Change-Id: I64ab930a1de5210f435f91bed7600a700581946f
Signed-off-by: Isabella Gottardi <isabella.gottardi@arm.com>
Reviewed-on: https://eu-gerrit-2.euhpc.arm.com/c/ml/ecosystem/ml-embedded-evaluation-kit/+/459126
Tested-by: mlecosys <mlecosys@arm.com>
Tested-by: George Gekov <george.gekov@arm.com>
Reviewed-by: George Gekov <george.gekov@arm.com>
Reviewed-by: Kshitij Sisodia <kshitij.sisodia@arm.com>

6 files changed, 86 insertions, 81 deletions

diff --git a/docs/use_cases/ad.md b/docs/use_cases/ad.md
index 58272db..1a16a83 100644
--- a/docs/use_cases/ad.md
+++ b/docs/use_cases/ad.md
@@ -10,8 +10,8 @@
     - [Build process](#build-process)
     - [Add custom input](#add-custom-input)
     - [Add custom model](#add-custom-model)
-  - [Setting-up and running Ethos-U55 Code Sample](#setting-up-and-running-ethos-u55-code-sample)
-    - [Setting up the Ethos-U55 Fast Model](#setting-up-the-ethos-u55-fast-model)
+  - [Setting-up and running Ethos-U55 Code Sample](#setting-up-and-running-ethos-u-npu-code-sample)
+    - [Setting up the Ethos-U Fast Model](#setting-up-the-ethos-u-fast-model)
     - [Starting Fast Model simulation](#starting-fast-model-simulation)
     - [Running Anomaly Detection](#running-anomaly-detection)
 
@@ -65,12 +65,12 @@ In addition to the already specified build option in the main documentation, the
 - `ad_MODEL_TFLITE_PATH` - Path to the NN model file in the `TFLite` format. The model is then processed and included in
   the application `axf` file. The default value points to one of the delivered set of models.
 
-    Note that the parameters `ad_LABELS_TXT_FILE`, `TARGET_PLATFORM`, and `ETHOS_U55_ENABLED` must be aligned with the
+    Note that the parameters `ad_LABELS_TXT_FILE`, `TARGET_PLATFORM`, and `ETHOS_U_NPU_ENABLED` must be aligned with the
     chosen model. In other words:
 
-  - If `ETHOS_U55_ENABLED` is set to `On` or `1`, then the NN model is assumed to be optimized. The model naturally
+  - If `ETHOS_U_NPU_ENABLED` is set to `On` or `1`, then the NN model is assumed to be optimized. The model naturally
     falls back to the Arm® *Cortex®-M* CPU if an unoptimized model is supplied.
-  - if `ETHOS_U55_ENABLED` is set to `Off` or `0`, the NN model is assumed to be unoptimized. Supplying an optimized
+  - if `ETHOS_U_NPU_ENABLED` is set to `Off` or `0`, the NN model is assumed to be unoptimized. Supplying an optimized
     model in this case results in a runtime error.
 
 - `ad_FILE_PATH`: Path to the directory containing audio files, or a path to single WAV file, to be used in the
@@ -134,6 +134,7 @@ For additional information, please refer to:
 - [Using Arm Compiler](../sections/building.md#using-arm-compiler)
 - [Configuring the build for simple_platform](../sections/building.md#configuring-the-build-for-simple_platform)
 - [Working with model debugger from Arm Fast Model Tools](../sections/building.md#working-with-model-debugger-from-arm-fast-model-tools)
+- [Building for different Ethos-U NPU variants](../sections/building.md#building-for-different-ethos-u-npu-variants)
 
 > **Note:** If re-building with changed parameters values, we recommend that you clean the build directory and then
 > re-run the CMake command.
@@ -222,7 +223,7 @@ After compiling, your custom inputs have now replaced the default ones in the ap
 
 The application performs inference using the model pointed to by the CMake parameter ``ad_MODEL_TFLITE_PATH``.
 
-> **Note:** If you want to run the model using an *Ethos-U55*, ensure that your custom model has been successfully run
+> **Note:** If you want to run the model using an *Ethos-U*, ensure that your custom model has been successfully run
 > through the Vela compiler *before* continuing. Please refer to this section for more help:
 > [Optimize model with Vela compiler](../sections/building.md#Optimize-custom-model-with-Vela-compiler).
 
@@ -257,13 +258,13 @@ After compiling, your custom model has now replaced the default one in the appli
 
 ## Setting-up and running Ethos-U55 Code Sample
 
-### Setting up the Ethos-U55 Fast Model
+### Setting up the Ethos-U Fast Model
 
 The FVP is available publicly from
 [Arm Ecosystem FVP downloads](https://developer.arm.com/tools-and-software/open-source-software/arm-platforms-software/arm-ecosystem-fvps).
 
-For the *Ethos-U55* evaluation, please download the MPS3 version of the Arm® *Corstone™-300* model that contains both
-the *Ethos-U55* and *Cortex-M55*. The model is currently only supported on Linux-based machines.
+For the *Ethos-U* evaluation, please download the MPS3 based version of the Arm® *Corstone™-300* model that contains *Cortex-M55*
+and offers a choice of the *Ethos-U55* and *Ethos-U65* processors.
 
 To install the FVP:
 
@@ -272,7 +273,7 @@ To install the FVP:
 - Run the install script in the extracted package:
 
 ```commandline
-.FVP_Corstone_SSE-300_Ethos-U55.sh
+./FVP_Corstone_SSE-300.sh
 ```
 
 - Follow the instructions to install the FVP to the required location.
@@ -409,7 +410,7 @@ chosen anomaly threshold. Therefore, an anomaly was detected with the machine in
 
 The profiling section of the log shows that for each inference. For the last inference, the profiling reports:
 
-- *Ethos-U55* PMU report:
+- *Ethos-U* PMU report:
 
   - 1,081,634 total cycle: The number of NPU cycles
 
@@ -418,12 +419,12 @@ The profiling section of the log shows that for each inference. For the last inf
   - 626 idle cycles: number of cycles for which the NPU was idle
 
   - 628,122 AXI0 read beats: The number of AXI beats with read transactions from AXI0 bus. AXI0 is the bus where
-    Ethos-U55 NPU reads and writes to the computation buffers, activation buf, or tensor arenas.
+    *Ethos-U* NPU reads and writes to the computation buffers, activation buf, or tensor arenas.
 
   - 135,087 AXI0 write beats: The number of AXI beats with write transactions to AXI0 bus.
 
   - 62,870 AXI1 read beats: The number of AXI beats with read transactions from AXI1 bus. AXI1 is the bus where
-    Ethos-U55 NPU reads the model. So, read-only.
+   *Ethos-U* NPU reads the model. So, read-only.
 
 - For FPGA platforms, a CPU cycle count can also be enabled. However, do not use cycle counters for FVP, as the CPU
   model is not cycle-approximate or cycle-accurate.
diff --git a/docs/use_cases/asr.md b/docs/use_cases/asr.md
index 162d9e9..fb62afa 100644
--- a/docs/use_cases/asr.md
+++ b/docs/use_cases/asr.md
@@ -10,8 +10,8 @@
     - [Build process](#build-process)
     - [Add custom input](#add-custom-input)
     - [Add custom model](#add-custom-model)
-  - [Setting-up and running Ethos-U55 Code Samples](#setting-up-and-running-ethos-u55-code-samples)
-    - [Setting up the Ethos-U55 Fast Model](#setting-up-the-ethos-u55-fast-model)
+  - [Setting up and running Ethos-U NPU code sample](#setting-up-and-running-ethos-u-npu-code-sample)
+    - [Setting up the Ethos-U Fast Model](#setting-up-the-ethos-u-fast-model)
     - [Starting Fast Model simulation](#starting-fast-model-simulation)
     - [Running Automatic Speech Recognition](#running-automatic-speech-recognition)
 
@@ -110,11 +110,11 @@ adds:
 
 - `asr_MODEL_TFLITE_PATH` - The path to the NN model file in `TFLite` format. The model is processed and then included
   into the application `axf` file. The default value points to one of the delivered set of models. Note that the
-  parameters `asr_LABELS_TXT_FILE`,`TARGET_PLATFORM`, and `ETHOS_U55_ENABLED` must be aligned with the chosen model. In
+  parameters `asr_LABELS_TXT_FILE`,`TARGET_PLATFORM`, and `ETHOS_U_NPU_ENABLED` must be aligned with the chosen model. In
   other words:
-  - If `ETHOS_U55_ENABLED` is set to `On` or `1`, then the NN model is assumed to be optimized. The model naturally
+  - If `ETHOS_U_NPU_ENABLED` is set to `On` or `1`, then the NN model is assumed to be optimized. The model naturally
     falls back to the Arm® *Cortex®-M* CPU if an unoptimized model is supplied.
-  - If `ETHOS_U55_ENABLED` is set to `Off` or `0`, then the NN model is assumed to be unoptimized. Supplying an
+  - If `ETHOS_U_NPU_ENABLED` is set to `Off` or `0`, then the NN model is assumed to be unoptimized. Supplying an
     optimized model in this case results in a runtime error.
 
 - `asr_FILE_PATH`: The path to the directory containing audio files, or a path to single WAV file, to be used in the
@@ -181,6 +181,7 @@ For further information, please refer to:
 - [Using Arm Compiler](../sections/building.md#using-arm-compiler)
 - [Configuring the build for simple_platform](../sections/building.md#configuring-the-build-for-simple_platform)
 - [Working with model debugger from Arm Fast Model Tools](../sections/building.md#working-with-model-debugger-from-arm-fast-model-tools)
+- [Building for different Ethos-U NPU variants](../sections/building.md#building-for-different-ethos-u-npu-variants)
 
 > **Note:** If re-building with changed parameters values, we recommend that you clean the build directory and re-run
 > the CMake command.
@@ -271,7 +272,7 @@ After compiling, your custom inputs have now replaced the default ones in the ap
 
 The application performs inference using the model pointed to by the CMake parameter `MODEL_TFLITE_PATH`.
 
-> **Note:** If you want to run the model using an *Ethos-U55*, ensure that your custom model has been successfully run
+> **Note:** If you want to run the model using an *Ethos-U*, ensure that your custom model has been successfully run
 > through the Vela compiler *before* continuing.
 
 For further information: [Optimize model with Vela compiler](../sections/building.md#Optimize-custom-model-with-Vela-compiler).
@@ -316,15 +317,15 @@ custom_model_after_vela.tflite.cc
 
 After compiling, your custom model has now replaced the default one in the application.
 
-## Setting-up and running Ethos-U55 Code Samples
+## Setting up and running Ethos-U NPU code sample
 
-### Setting up the Ethos-U55 Fast Model
+### Setting up the Ethos-U Fast Model
 
 The FVP is available publicly from
 [Arm Ecosystem FVP downloads](https://developer.arm.com/tools-and-software/open-source-software/arm-platforms-software/arm-ecosystem-fvps).
 
-For the *Ethos-U55* evaluation, please download the MPS3 version of the Arm® *Corstone™-300* model that contains both
-the *Ethos-U55* and *Cortex-M55*. The model is currently only supported on Linux-based machines.
+For the *Ethos-U* evaluation, please download the MPS3 based version of the Arm® *Corstone™-300* model that contains *Cortex-M55*
+and offers a choice of the *Ethos-U55* and *Ethos-U65* processors.
 
 To install the FVP:
 
@@ -333,7 +334,7 @@ To install the FVP:
 - Run the install script in the extracted package:
 
 ```commandline
-./FVP_Corstone_SSE-300_Ethos-U55.sh
+./FVP_Corstone_SSE-300.sh
 ```
 
 - Follow the instructions to install the FVP to the required location.
@@ -462,7 +463,7 @@ multiple inferences were required to cover the whole clip.
 
 The profiling section of the log shows that for the first inference:
 
-- *Ethos-U55* PMU report:
+- *Ethos-U* PMU report:
 
   - 28,451,172 total cycle: The number of NPU cycles.
 
@@ -471,7 +472,7 @@ The profiling section of the log shows that for the first inference:
   - 476 idle cycles: The number of cycles for which the NPU was idle.
 
   - 6,564,262 AXI0 read beats: The number of AXI beats with read transactions from the AXI0 bus. AXI0 is the bus where
-    the *Ethos-U55* NPU reads and writes to the computation buffers, activation buf, or tensor arenas.
+    - the *Ethos-U* NPU reads and writes to the computation buffers, activation buf, or tensor arenas.
 
   - 928,889 AXI0 write beats: The number of AXI beats with write transactions to the AXI0 bus.
 
diff --git a/docs/use_cases/img_class.md b/docs/use_cases/img_class.md
index 237a972..9423a4e 100644
--- a/docs/use_cases/img_class.md
+++ b/docs/use_cases/img_class.md
@@ -8,8 +8,8 @@
     - [Build process](#build-process)
     - [Add custom input](#add-custom-input)
     - [Add custom model](#add-custom-model)
-  - [Setting up and running Ethos-U55 code sample](#setting-up-and-running-ethos-u55-code-sample)
-    - [Setting up the Ethos-U55 Fast Model](#setting-up-the-ethos-u55-fast-model)
+  - [Setting up and running Ethos-U NPU code sample](#setting-up-and-running-ethos-u-npu-code-sample)
+    - [Setting up the Ethos-U Fast Model](#setting-up-the-ethos-u-fast-model)
     - [Starting Fast Model simulation](#starting-fast-model-simulation)
     - [Running Image Classification](#running-image-classification)
 
@@ -36,12 +36,12 @@ specifies:
 - `img_class_MODEL_TFLITE_PATH` - The path to the NN model file in the `TFLite` format. The model is then processed and
   included in the application `axf` file. The default value points to one of the delivered set of models.
 
-    Note that the parameters `img_class_LABELS_TXT_FILE`,`TARGET_PLATFORM`, and `ETHOS_U55_ENABLED` must be aligned with
+    Note that the parameters `img_class_LABELS_TXT_FILE`,`TARGET_PLATFORM`, and `ETHOS_U_NPU_ENABLED` must be aligned with
     the chosen model. In other words:
 
-  - If `ETHOS_U55_ENABLED` is set to `On` or `1`, then the NN model is assumed to be optimized. The model naturally
+  - If `ETHOS_U_NPU_ENABLED` is set to `On` or `1`, then the NN model is assumed to be optimized. The model naturally
     falls back to the Arm® *Cortex®-M* CPU if an unoptimized model is supplied.
-  - if `ETHOS_U55_ENABLED` is set to `Off` or `0`, the NN model is assumed to be unoptimized. Supplying an optimized
+  - if `ETHOS_U_NPU_ENABLED` is set to `Off` or `0`, the NN model is assumed to be unoptimized. Supplying an optimized
     model in this case results in a runtime error.
 
 - `img_class_FILE_PATH`: The path to the directory containing the images, or a path to a single image file, that is to
@@ -100,6 +100,7 @@ For further information, please refer to:
 - [Using Arm Compiler](../sections/building.md#using-arm-compiler)
 - [Configuring the build for simple_platform](../sections/building.md#configuring-the-build-for-simple_platform)
 - [Working with model debugger from Arm Fast Model Tools](../sections/building.md#working-with-model-debugger-from-arm-fast-model-tools)
+- [Building for different Ethos-U NPU variants](../sections/building.md#building-for-different-ethos-u-npu-variants)
 
 > **Note:** If re-building with changed parameters values, we recommend that you clean the build directory and re-run
 > the CMake command.
@@ -193,7 +194,7 @@ of any image does not match `IMAGE_SIZE`, then it is rescaled and padded so that
 
 The application performs inference using the model pointed to by the CMake parameter `MODEL_TFLITE_PATH`.
 
-> **Note:** If you want to run the model using an *Ethos-U55*, ensure that your custom model has been successfully run
+> **Note:** If you want to run the model using an *Ethos-U*, ensure that your custom model has been successfully run
 > through the Vela compiler *before* continuing.
 
 For further information: [Optimize model with Vela compiler](../sections/building.md#Optimize-custom-model-with-Vela-compiler).
@@ -238,15 +239,15 @@ custom_model_after_vela.tflite.cc
 
 After compiling, your custom model has now replaced the default one in the application.
 
-## Setting up and running Ethos-U55 code sample
+## Setting up and running Ethos-U NPU code sample
 
-### Setting up the Ethos-U55 Fast Model
+### Setting up the Ethos-U Fast Model
 
 The FVP is available publicly from
 [Arm Ecosystem FVP downloads](https://developer.arm.com/tools-and-software/open-source-software/arm-platforms-software/arm-ecosystem-fvps).
 
-For the *Ethos-U55* evaluation, please download the MPS3 version of the Arm® *Corstone™-300* model that contains both
-the *Ethos-U55* and *Cortex-M55*. The model is currently only supported on Linux-based machines.
+For the *Ethos-U* evaluation, please download the MPS3 based version of the Arm® *Corstone™-300* model that contains *Cortex-M55*
+and offers a choice of the *Ethos-U55* and *Ethos-U65* processors.
 
 To install the FVP:
 
@@ -255,7 +256,7 @@ To install the FVP:
 - Run the install script in the extracted package:
 
 ```commandline
-./FVP_Corstone_SSE-300_Ethos-U55.sh
+./FVP_Corstone_SSE-300.sh
 ```
 
 - Follow the instructions to install the FVP to the required location.
@@ -384,7 +385,7 @@ resource folder.
 
 The profiling section of the log shows that for this inference:
 
-- *Ethos-U55* PMU report:
+- *Ethos-U* PMU report:
 
   - 7,490,172 total cycle: The number of NPU cycles.
 
@@ -393,12 +394,12 @@ The profiling section of the log shows that for this inference:
   - 914 idle cycles: The number of cycles for which the NPU was idle.
 
   - 2,489,726 AXI0 read beats: The number of AXI beats with read transactions from AXI0 bus. AXI0 is the bus where the
-    *Ethos-U55* NPU reads and writes to the computation buffers, activation buf, or tensor arenas.
+    *Ethos-U* NPU reads and writes to the computation buffers, activation buf, or tensor arenas.
 
   - 1,098,726 AXI0 write beats: The number of AXI beats with write transactions to AXI0 bus.
 
   - 471,129 AXI1 read beats: The number of AXI beats with read transactions from AXI1 bus. AXI1 is the bus where the
-    *Ethos-U55* NPU reads the model. So, read-only.
+    *Ethos-U* NPU reads the model. So, read-only.
 
 - For FPGA platforms, a CPU cycle count can also be enabled. However, do not use cycle counters for FVP, as the CPU
   model is not cycle-approximate or cycle-accurate
diff --git a/docs/use_cases/inference_runner.md b/docs/use_cases/inference_runner.md
index 975d56b..bd19840 100644
--- a/docs/use_cases/inference_runner.md
+++ b/docs/use_cases/inference_runner.md
@@ -7,8 +7,8 @@
     - [Build options](#build-options)
     - [Build process](#build-process)
     - [Add custom model](#add-custom-model)
-  - [Setting up and running Ethos-U55 code sample](#setting-up-and-running-ethos-u55-code-sample)
-    - [Setting up the Ethos-U55 Fast Model](#setting-up-the-ethos-u55-fast-model)
+  - [Setting up and running Ethos-U NPU code sample](#setting-up-and-running-ethos-u-npu-code-sample)
+    - [Setting up the Ethos-U Fast Model](#setting-up-the-ethos-u-fast-model)
     - [Starting Fast Model simulation](#starting-fast-model-simulation)
     - [Running Inference Runner](#running-inference-runner)
 
@@ -44,12 +44,12 @@ following:
 - `inference_runner_MODEL_TFLITE_PATH` - The path to the NN model file in the `TFLite` format. The model is then
   processed and included in the application `axf` file. The default value points to one of the delivered set of models.
 
-  Note that the parameters `TARGET_PLATFORM` and `ETHOS_U55_ENABLED` must be aligned with the chosen model. In other
+  Note that the parameters `TARGET_PLATFORM` and `ETHOS_U_NPU_ENABLED` must be aligned with the chosen model. In other
   words:
 
-  - If `ETHOS_U55_ENABLED` is set to `On` or `1`, then the NN model is assumed to be optimized. The model naturally
+  - If `ETHOS_U_NPU_ENABLED` is set to `On` or `1`, then the NN model is assumed to be optimized. The model naturally
     falls back to the Arm® *Cortex®-M* CPU if an unoptimized model is supplied.
-  - if `ETHOS_U55_ENABLED` is set to `Off` or `0`, the NN model is assumed to be unoptimized. Supplying an optimized
+  - if `ETHOS_U_NPU_ENABLED` is set to `Off` or `0`, the NN model is assumed to be unoptimized. Supplying an optimized
     model in this case results in a runtime error.
 
 - `inference_runner_ACTIVATION_BUF_SZ`: The intermediate, or activation, buffer size reserved for the NN model. By
@@ -92,6 +92,7 @@ For further information, please refer to:
 - [Using Arm Compiler](../sections/building.md#using-arm-compiler)
 - [Configuring the build for simple_platform](../sections/building.md#configuring-the-build-for-simple_platform)
 - [Working with model debugger from Arm Fast Model Tools](../sections/building.md#working-with-model-debugger-from-arm-fast-model-tools)
+- [Building for different Ethos-U NPU variants](../sections/building.md#building-for-different-ethos-u-npu-variants)
 
 > **Note:** If re-building with changed parameters values, we recommend that you clean the build directory and re-run
 > the CMake command.
@@ -137,7 +138,7 @@ The `bin` folder contains the following files:
 The application performs inference using the model pointed to by the CMake parameter
 `inference_runner_MODEL_TFLITE_PATH`.
 
-> **Note:** If you want to run the model using an *Ethos-U55*, ensure that your custom model has been successfully run
+> **Note:** If you want to run the model using an *Ethos-U*, ensure that your custom model has been successfully run
 > through the Vela compiler *before* continuing.
 
 For further information: [Optimize model with Vela compiler](../sections/building.md#Optimize-custom-model-with-Vela-compiler).
@@ -170,15 +171,15 @@ custom_model_after_vela.tflite.cc
 
 After compiling, your custom model has now replaced the default one in the application.
 
-## Setting up and running Ethos-U55 code sample
+## Setting up and running Ethos-U NPU code sample
 
-### Setting up the Ethos-U55 Fast Model
+### Setting up the Ethos-U Fast Model
 
 The FVP is available publicly from
 [Arm Ecosystem FVP downloads](https://developer.arm.com/tools-and-software/open-source-software/arm-platforms-software/arm-ecosystem-fvps).
 
-For the *Ethos-U55* evaluation, please download the MPS3 version of the Arm® *Corstone™-300* model that contains both
-the *Ethos-U55* and *Cortex-M55*. The model is currently only supported on Linux-based machines.
+For the *Ethos-U* evaluation, please download the MPS3 based version of the Arm® *Corstone™-300* model that contains *Cortex-M55*
+and offers a choice of the *Ethos-U55* and *Ethos-U65* processors.
 
 To install the FVP:
 
@@ -187,7 +188,7 @@ To install the FVP:
 - Run the install script in the extracted package:
 
 ```commandline
-./FVP_Corstone_SSE-300_Ethos-U55.sh
+./FVP_Corstone_SSE-300.sh
 ```
 
 - Follow the instructions to install the FVP to the required location.
@@ -238,7 +239,7 @@ INFO - NPU TOTAL cycles: 34178
 After running an inference on randomly generated data, the output of the log shows the profiling results that for this
 inference. For example:
 
-- *Ethos-U55* PMU report:
+- *Ethos-U* PMU report:
 
   - 34,178 total cycle: The number of NPU cycles.
 
@@ -247,12 +248,12 @@ inference. For example:
   - 1,033 idle cycles: The number of cycles for which the NPU was idle.
 
   - 9,332 AXI0 read beats: The number of AXI beats with read transactions from AXI0 bus. AXI0 is the bus where the
-    *Ethos-U55* NPU reads and writes to the computation buffers, activation buf, or tensor arenas.
+    *Ethos-U* NPU reads and writes to the computation buffers, activation buf, or tensor arenas.
 
   - 3,248 AXI0 write beats: The number of AXI beats with write transactions to AXI0 bus.
 
   - 2,219 AXI1 read beats: The number of AXI beats with read transactions from AXI1 bus. AXI1 is the bus where the
-    *Ethos-U55* NPU reads the model. So, read-only.
+    *Ethos-U* NPU reads the model. So, read-only.
 
 - For FPGA platforms, a CPU cycle count can also be enabled. However, do not use cycle counters for FVP, as the CPU
   model is not cycle-approximate or cycle-accurate.
diff --git a/docs/use_cases/kws.md b/docs/use_cases/kws.md
index a6daadb..5839947 100644
--- a/docs/use_cases/kws.md
+++ b/docs/use_cases/kws.md
@@ -10,8 +10,8 @@
     - [Build process](#build-process)
     - [Add custom input](#add-custom-input)
     - [Add custom model](#add-custom-model)
-  - [Setting up and running Ethos-U55 code sample](#setting-up-and-running-ethos-u55-code-sample)
-    - [Setting up the Ethos-U55 Fast Model](#setting-up-the-ethos-u55-fast-model)
+  - [Setting up and running Ethos-U NPU code sample](#setting-up-and-running-ethos-u-npu-code-sample)
+    - [Setting up the Ethos-U Fast Model](#setting-up-the-ethos-u-fast-model)
     - [Starting Fast Model simulation](#starting-fast-model-simulation)
     - [Running Keyword Spotting](#running-keyword-spotting)
 
@@ -78,11 +78,11 @@ In addition to the already specified build option in the main documentation, the
 
 - `kws_MODEL_TFLITE_PATH` - The path to the NN model file in `TFLite` format. The model is processed and then included
   into the application `axf` file. The default value points to one of the delivered set of models. Note that the
-  parameters `kws_LABELS_TXT_FILE`,`TARGET_PLATFORM`, and `ETHOS_U55_ENABLED` must be aligned with the chosen model. In
+  parameters `kws_LABELS_TXT_FILE`,`TARGET_PLATFORM`, and `ETHOS_U_NPU_ENABLED` must be aligned with the chosen model. In
   other words:
-  - If `ETHOS_U55_ENABLED` is set to `On` or `1`, then the NN model is assumed to be optimized. The model naturally
+  - If `ETHOS_U_NPU_ENABLED` is set to `On` or `1`, then the NN model is assumed to be optimized. The model naturally
     falls back to the Arm® *Cortex®-M* CPU if an unoptimized model is supplied.
-  - If `ETHOS_U55_ENABLED` is set to `Off` or `0`, then the NN model is assumed to be unoptimized. Supplying an
+  - If `ETHOS_U_NPU_ENABLED` is set to `Off` or `0`, then the NN model is assumed to be unoptimized. Supplying an
     optimized model in this case results in a runtime error.
 
 - `kws_FILE_PATH`: The path to the directory containing audio files, or a path to single WAV file, to be used in the
@@ -149,6 +149,7 @@ For further information, please refer to:
 - [Using Arm Compiler](../sections/building.md#using-arm-compiler)
 - [Configuring the build for simple_platform](../sections/building.md#configuring-the-build-for-simple_platform)
 - [Working with model debugger from Arm Fast Model Tools](../sections/building.md#working-with-model-debugger-from-arm-fast-model-tools)
+- [Building for different Ethos-U NPU variants](../sections/building.md#building-for-different-ethos-u-npu-variants)
 
 > **Note:** If re-building with changed parameters values, we recommend that you clean the build directory and re-run
 > the CMake command.
@@ -239,7 +240,7 @@ After compiling, your custom inputs have now replaced the default ones in the ap
 
 The application performs inference using the model pointed to by the CMake parameter `kws_MODEL_TFLITE_PATH`.
 
-> **Note:** If you want to run the model using an *Ethos-U55*, ensure that your custom model has been successfully run
+> **Note:** If you want to run the model using an *Ethos-U*, ensure that your custom model has been successfully run
 > through the Vela compiler *before* continuing.
 
 For further information: [Optimize model with Vela compiler](../sections/building.md#Optimize-custom-model-with-Vela-compiler).
@@ -283,15 +284,15 @@ custom_model_after_vela.tflite.cc
 
 After compiling, your custom model has now replaced the default one in the application.
 
-## Setting up and running Ethos-U55 code sample
+## Setting up and running Ethos-U NPU code sample
 
-### Setting up the Ethos-U55 Fast Model
+### Setting up the Ethos-U Fast Model
 
 The FVP is available publicly from
 [Arm Ecosystem FVP downloads](https://developer.arm.com/tools-and-software/open-source-software/arm-platforms-software/arm-ecosystem-fvps).
 
-For the *Ethos-U55* evaluation, please download the MPS3 version of the Arm® *Corstone™-300* model that contains both
-the *Ethos-U55* and *Cortex-M55*. The model is only supported on Linux-based machines.
+For the *Ethos-U* evaluation, please download the MPS3 based version of the Arm® *Corstone™-300* model that contains *Cortex-M55*
+and offers a choice of the *Ethos-U55* and *Ethos-U65* processors.
 
 To install the FVP:
 
@@ -300,7 +301,7 @@ To install the FVP:
 - Run the install script in the extracted package:
 
 ```commandline
-./FVP_Corstone_SSE-300_Ethos-U55.sh
+./FVP_Corstone_SSE-300.sh
 ```
 
 - Follow the instructions to install the FVP to the required location.
@@ -423,7 +424,7 @@ On most systems running Fast Model, each inference takes under 30 seconds.
 
 The profiling section of the log shows that for this inference:
 
-- *Ethos-U55* PMU report:
+- *Ethos-U* PMU report:
 
   - 681,172 total cycle: The number of NPU cycles.
 
@@ -432,12 +433,12 @@ The profiling section of the log shows that for this inference:
   - 561 idle cycles: The number of cycles for which the NPU was idle.
 
   - 217,385 AXI0 read beats: The number of AXI beats with read transactions from the AXI0 bus. AXI0 is the bus where the
-    *Ethos-U55* NPU reads and writes to the computation buffers, activation buf, or tensor arenas.
+    *Ethos-U* NPU reads and writes to the computation buffers, activation buf, or tensor arenas.
 
   - 82,607 write cycles: The number of AXI beats with write transactions to AXI0 bus.
 
   - 59,608 AXI1 read beats: The number of AXI beats with read transactions from the AXI1 bus. AXI1 is the bus where the
-    *Ethos-U55* NPU reads the model. So, read-only.
+    *Ethos-U* NPU reads the model. So, read-only.
 
 - For FPGA platforms, a CPU cycle count can also be enabled. However, do not use cycle counters for FVP, as the CPU
   model is not cycle-approximate or cycle-accurate.
diff --git a/docs/use_cases/kws_asr.md b/docs/use_cases/kws_asr.md
index 52d66ab..51d1840 100644
--- a/docs/use_cases/kws_asr.md
+++ b/docs/use_cases/kws_asr.md
@@ -12,8 +12,8 @@
     - [Build process](#build-process)
     - [Add custom input](#add-custom-input)
     - [Add custom model](#add-custom-model)
-  - [Setting-up and running Ethos-U55 Code Samples](#setting-up-and-running-ethos-u55-code-samples)
-    - [Setting up the Ethos-U55 Fast Model](#setting-up-the-ethos-u55-fast-model)
+  - [Setting up and running Ethos-U NPU code sample](#setting-up-and-running-ethos-u-npu-code-sample)
+    - [Setting up the Ethos-U Fast Model](#setting-up-the-ethos-u-fast-model)
     - [Starting Fast Model simulation](#starting-fast-model-simulation)
     - [Running Keyword Spotting and Automatic Speech Recognition](#running-keyword-spotting-and-automatic-speech-recognition)
 
@@ -166,11 +166,11 @@ Recognition use-case adds:
 - `kws_asr_MODEL_TFLITE_PATH_ASR` and `kws_asr_MODEL_TFLITE_PATH_KWS`: The path to the NN model file in `TFLite` format.
     The model is processed and then included into the application `axf` file. The default value points to one of the
     delivered set of models. Note that the parameters `kws_asr_LABELS_TXT_FILE_KWS`,
-    `kws_asr_LABELS_TXT_FILE_ASR`,`TARGET_PLATFORM`, and `ETHOS_U55_ENABLED` must be aligned with the chosen model. In
+    `kws_asr_LABELS_TXT_FILE_ASR`,`TARGET_PLATFORM`, and `ETHOS_U_NPU_ENABLED` must be aligned with the chosen model. In
     other words:
-  - If `ETHOS_U55_ENABLED` is set to `On` or `1`, then the NN model is assumed to be optimized. The model naturally
+  - If `ETHOS_U_NPU_ENABLED` is set to `On` or `1`, then the NN model is assumed to be optimized. The model naturally
     falls back to the Arm® *Cortex®-M* CPU if an unoptimized model is supplied.
-  - If `ETHOS_U55_ENABLED` is set to `Off` or `0`, then the NN model is assumed to be unoptimized. Supplying an
+  - If `ETHOS_U_NPU_ENABLED` is set to `Off` or `0`, then the NN model is assumed to be unoptimized. Supplying an
     optimized model in this case results in a runtime error.
 
 - `kws_asr_FILE_PATH`: The path to the directory containing audio files, or a path to single WAV file, to be used in the
@@ -242,6 +242,7 @@ For further information, please refer to:
 - [Using Arm Compiler](../sections/building.md#using-arm-compiler)
 - [Configuring the build for simple_platform](../sections/building.md#configuring-the-build-for-simple_platform)
 - [Working with model debugger from Arm Fast Model Tools](../sections/building.md#working-with-model-debugger-from-arm-fast-model-tools)
+- [Building for different Ethos-U NPU variants](../sections/building.md#building-for-different-ethos-u-npu-variants)
 
 > **Note:** If re-building with changed parameters values, we recommend that you clean the build directory and re-run
 > the CMake command.
@@ -328,7 +329,7 @@ The application performs KWS inference using the model pointed to by the CMake p
 This section assumes you want to change the existing ASR model to a custom one. If, instead, you want to change the KWS
 model, then the instructions are the same. Except ASR changes to KWS.
 
-> **Note:** If you want to run the model using an *Ethos-U55*, ensure that your custom model has been successfully run
+> **Note:** If you want to run the model using an *Ethos-U*, ensure that your custom model has been successfully run
 > through the Vela compiler *before* continuing.
 
 For further information:
@@ -374,15 +375,14 @@ custom_asr_model_after_vela.tflite.cc
 
 After compiling, your custom model has now replaced the default one in the application.
 
-## Setting-up and running Ethos-U55 Code Samples
+## Setting up and running Ethos-U NPU code sample
 
-### Setting up the Ethos-U55 Fast Model
+### Setting up the Ethos-U Fast Model
 
 The FVP is available publicly from
 [Arm Ecosystem FVP downloads](https://developer.arm.com/tools-and-software/open-source-software/arm-platforms-software/arm-ecosystem-fvps).
 
-For the *Ethos-U55* evaluation, please download the MPS3 version of the Arm® *Corstone™-300* model that contains both
-the *Ethos-U55* and *Cortex-M55*. The model is only supported on Linux-based machines.
+For the *Ethos-U* evaluation, please download the MPS3 based version of the Arm® *Corstone™-300* model that contains *Cortex-M55*  and offers a choice of the *Ethos-U55* and *Ethos-U65* processors.
 
 To install the FVP:
 
@@ -391,7 +391,7 @@ To install the FVP:
 - Run the install script in the extracted package:
 
 ```commandline
-./FVP_Corstone_SSE-300_Ethos-U55.sh
+./FVP_Corstone_SSE-300.sh
 ```
 
 - Follow the instructions to install the FVP to the required location.
@@ -566,7 +566,7 @@ words recognized from the input sample.
 
 The profiling section of the log shows that for the ASR inference:
 
-- *Ethos-U55* PMU report:
+- *Ethos-U* PMU report:
 
   - 28,910,172 total cycle: The number of NPU cycles.
 
@@ -575,7 +575,7 @@ The profiling section of the log shows that for the ASR inference:
   - 863 idle cycles: The number of cycles for which the NPU was idle.
 
   - 13,520,864 AXI0 read beats: The number of AXI beats with read transactions from the AXI0 bus. AXI0 is the bus where
-    the *Ethos-U55* NPU reads and writes to the computation buffers, activation buf, or tensor arenas.
+    the *Ethos-U* NPU reads and writes to the computation buffers, activation buf, or tensor arenas.
 
   - 2,841,970 AXI0 write beats: The number of AXI beats with write transactions to AXI0 bus.