MLIA-551 Rework remains of AIET architecture

Re-factoring the code base to further merge the old AIET code into MLIA.

- Remove last traces of the backend type 'tool'
- Controlled systems removed, including SSH protocol, controller,
  RunningCommand, locks etc.
- Build command / build dir and deploy functionality removed from
  Applications and Systems
- Moving working_dir()
- Replace module 'output_parser' with new module 'output_consumer' and
  merge Base64 parsing into it
- Change the output consumption to optionally remove (i.e. actually
  consume) lines
- Use Base64 parsing in GenericInferenceOutputParser, replacing the
  regex-based parsing and remove the now unused regex parsing
- Remove AIET reporting
- Pre-install applications by moving them to src/mlia/resources/backends
- Rename aiet-config.json to backend-config.json
- Move tests from tests/mlia/ to tests/
- Adapt unit tests to code changes
- Dependencies removed: paramiko, filelock, psutil
- Fix bug in corstone.py: The wrong resource directory was used which
  broke the functionality to download backends.
- Use f-string formatting.
- Use logging instead of print.

Change-Id: I768bc3bb6b2eda57d219ad01be4a8e0a74167d76

22 files changed, 250 insertions, 6 deletions

diff --git a/src/mlia/resources/backends/applications/.gitignore b/src/mlia/resources/backends/applications/.gitignore
deleted file mode 100644
index 0226166..0000000
--- a/src/mlia/resources/backends/applications/.gitignore
+++ /dev/null
@@ -1,6 +0,0 @@
-# SPDX-FileCopyrightText: Copyright 2022, Arm Limited and/or its affiliates.
-# SPDX-License-Identifier: Apache-2.0
-# Ignore everything in this directory
-*
-# Except this file
-!.gitignore
diff --git a/src/mlia/resources/backends/applications/APPLICATIONS.txt b/src/mlia/resources/backends/applications/APPLICATIONS.txt
new file mode 100644
index 0000000..ca1003b
--- /dev/null
+++ b/src/mlia/resources/backends/applications/APPLICATIONS.txt
@@ -0,0 +1,7 @@
+SPDX-FileCopyrightText: Copyright 2022, Arm Limited and/or its affiliates.
+SPDX-License-Identifier: Apache-2.0
+
+This directory contains the application packages for the Generic Inference
+Runner.
+
+Each package should contain its own backend-config.json file.
diff --git a/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U55-Shared_Sram-TA/backend-config.json b/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U55-Shared_Sram-TA/backend-config.json
new file mode 100644
index 0000000..7ee5e00
--- /dev/null
+++ b/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U55-Shared_Sram-TA/backend-config.json
@@ -0,0 +1,17 @@
+[
+  {
+    "name": "Generic Inference Runner: Ethos-U55/65 Shared SRAM",
+    "description": "This application allows running inferences using custom NN TFLite models on Ethos-U. No data pre-/post-processing is executed.",
+    "supported_systems": [
+      {
+        "name": "Corstone-300: Cortex-M55+Ethos-U55"
+      },
+      {
+        "name": "Corstone-300: Cortex-M55+Ethos-U65"
+      }
+    ],
+    "variables": {
+      "eval_app": "{software.config_dir}/ethos-u-inference_runner.axf"
+    }
+  }
+]
diff --git a/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U55-Shared_Sram-TA/backend-config.json.license b/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U55-Shared_Sram-TA/backend-config.json.license
new file mode 100644
index 0000000..9b83bfc
--- /dev/null
+++ b/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U55-Shared_Sram-TA/backend-config.json.license
@@ -0,0 +1,3 @@
+SPDX-FileCopyrightText: Copyright 2022, Arm Limited and/or its affiliates.
+
+SPDX-License-Identifier: Apache-2.0
diff --git a/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U55-Shared_Sram-TA/ethos-u-inference_runner.axf b/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U55-Shared_Sram-TA/ethos-u-inference_runner.axf
new file mode 100644
index 0000000..4c50e1f
--- /dev/null
+++ b/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U55-Shared_Sram-TA/ethos-u-inference_runner.axf
diff --git a/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U55-Shared_Sram-TA/ethos-u-inference_runner.axf.license b/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U55-Shared_Sram-TA/ethos-u-inference_runner.axf.license
new file mode 100644
index 0000000..8896f92
--- /dev/null
+++ b/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U55-Shared_Sram-TA/ethos-u-inference_runner.axf.license
@@ -0,0 +1,31 @@
+SPDX-FileCopyrightText: Copyright 2009-2022, Arm Limited and/or its affiliates.
+SPDX-FileCopyrightText: Copyright (c) 2006, 2008 Junio C Hamano
+SPDX-FileCopyrightText: Copyright 2011, The Dojo Foundation
+SPDX-FileCopyrightText: Copyright (c) 1999-2009 KEIL, 2009-2016 ARM Germany GmbH. All rights reserved.
+SPDX-FileCopyrightText: Copyright (c) 2006, 2007 CodeSourcery Inc
+SPDX-FileCopyrightText: Copyright (c) 2010 "Cowboy" Ben Alman
+SPDX-FileCopyrightText: Copyright 1997-2016 Freescale Semiconductor, Inc.
+SPDX-FileCopyrightText: Copyright 2011, AUTHORS.txt (http://jqueryui.com/about)
+SPDX-FileCopyrightText: Copyright 2011, John Resig
+SPDX-FileCopyrightText: Copyright 2016-2021 NXP
+SPDX-FileCopyrightText: Copyright (c) 2012 mbed.org
+SPDX-FileCopyrightText: Copyright (c) 2012-2017 Keil Software. All rights reserved.
+SPDX-FileCopyrightText: Copyright (C) 2009 by Dimitri van Heesch.
+SPDX-FileCopyrightText: Copyright (c) 2017-2021 IAR Systems
+SPDX-FileCopyrightText: Copyright (C) 2003-2008 Greg Valure
+SPDX-FileCopyrightText: Copyright 2015 gRPC authors.
+SPDX-FileCopyrightText: Copyright 2018 Dan Field. All rights reserved.
+SPDX-FileCopyrightText: Copyright 2014 Stefan.Eilemann@epfl.ch
+SPDX-FileCopyrightText: Copyright (c) 2016, the Dart project authors
+SPDX-FileCopyrightText: Copyright 2015 The Chromium Authors
+SPDX-FileCopyrightText: Copyright (C) 2019 Free Software Foundation, Inc.
+SPDX-FileCopyrightText: Copyright (c) 2021, Vasyl Gello.
+SPDX-FileCopyrightText: Copyright 2020 Jan Tojnar
+SPDX-FileCopyrightText: Copyright 2017-2022 The TensorFlow Authors. All Rights Reserved.
+SPDX-FileCopyrightText: Copyright 2014-2022 Google Inc. All rights reserved.
+SPDX-FileCopyrightText: Copyright 2015-2018 The Gemmlowp Authors. All rights reserved.
+SPDX-FileCopyrightText: Copyright (c) 2003-2019, Mark Borgerding. All rights reserved.
+SPDX-FileCopyrightText: Copyright 2019-2022 The Pigweed Authors
+SPDX-FileCopyrightText: Copyright 2019-2021 Google LLC. All Rights Reserved.
+
+SPDX-License-Identifier: Apache-2.0 AND BSD-3-Clause and CC-PDDC
diff --git a/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U55-Sram_Only-TA/backend-config.json b/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U55-Sram_Only-TA/backend-config.json
new file mode 100644
index 0000000..51ff429
--- /dev/null
+++ b/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U55-Sram_Only-TA/backend-config.json
@@ -0,0 +1,14 @@
+[
+  {
+    "name": "Generic Inference Runner: Ethos-U55 SRAM",
+    "description": "This application allows running inferences using custom NN TFLite models on Ethos-U. No data pre-/post-processing is executed.",
+    "supported_systems": [
+      {
+        "name": "Corstone-300: Cortex-M55+Ethos-U55"
+      }
+    ],
+    "variables": {
+      "eval_app": "{software.config_dir}/ethos-u-inference_runner.axf"
+    }
+  }
+]
diff --git a/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U55-Sram_Only-TA/backend-config.json.license b/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U55-Sram_Only-TA/backend-config.json.license
new file mode 100644
index 0000000..9b83bfc
--- /dev/null
+++ b/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U55-Sram_Only-TA/backend-config.json.license
@@ -0,0 +1,3 @@
+SPDX-FileCopyrightText: Copyright 2022, Arm Limited and/or its affiliates.
+
+SPDX-License-Identifier: Apache-2.0
diff --git a/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U55-Sram_Only-TA/ethos-u-inference_runner.axf b/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U55-Sram_Only-TA/ethos-u-inference_runner.axf
new file mode 100644
index 0000000..850e2eb
--- /dev/null
+++ b/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U55-Sram_Only-TA/ethos-u-inference_runner.axf
diff --git a/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U55-Sram_Only-TA/ethos-u-inference_runner.axf.license b/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U55-Sram_Only-TA/ethos-u-inference_runner.axf.license
new file mode 100644
index 0000000..8896f92
--- /dev/null
+++ b/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U55-Sram_Only-TA/ethos-u-inference_runner.axf.license
@@ -0,0 +1,31 @@
+SPDX-FileCopyrightText: Copyright 2009-2022, Arm Limited and/or its affiliates.
+SPDX-FileCopyrightText: Copyright (c) 2006, 2008 Junio C Hamano
+SPDX-FileCopyrightText: Copyright 2011, The Dojo Foundation
+SPDX-FileCopyrightText: Copyright (c) 1999-2009 KEIL, 2009-2016 ARM Germany GmbH. All rights reserved.
+SPDX-FileCopyrightText: Copyright (c) 2006, 2007 CodeSourcery Inc
+SPDX-FileCopyrightText: Copyright (c) 2010 "Cowboy" Ben Alman
+SPDX-FileCopyrightText: Copyright 1997-2016 Freescale Semiconductor, Inc.
+SPDX-FileCopyrightText: Copyright 2011, AUTHORS.txt (http://jqueryui.com/about)
+SPDX-FileCopyrightText: Copyright 2011, John Resig
+SPDX-FileCopyrightText: Copyright 2016-2021 NXP
+SPDX-FileCopyrightText: Copyright (c) 2012 mbed.org
+SPDX-FileCopyrightText: Copyright (c) 2012-2017 Keil Software. All rights reserved.
+SPDX-FileCopyrightText: Copyright (C) 2009 by Dimitri van Heesch.
+SPDX-FileCopyrightText: Copyright (c) 2017-2021 IAR Systems
+SPDX-FileCopyrightText: Copyright (C) 2003-2008 Greg Valure
+SPDX-FileCopyrightText: Copyright 2015 gRPC authors.
+SPDX-FileCopyrightText: Copyright 2018 Dan Field. All rights reserved.
+SPDX-FileCopyrightText: Copyright 2014 Stefan.Eilemann@epfl.ch
+SPDX-FileCopyrightText: Copyright (c) 2016, the Dart project authors
+SPDX-FileCopyrightText: Copyright 2015 The Chromium Authors
+SPDX-FileCopyrightText: Copyright (C) 2019 Free Software Foundation, Inc.
+SPDX-FileCopyrightText: Copyright (c) 2021, Vasyl Gello.
+SPDX-FileCopyrightText: Copyright 2020 Jan Tojnar
+SPDX-FileCopyrightText: Copyright 2017-2022 The TensorFlow Authors. All Rights Reserved.
+SPDX-FileCopyrightText: Copyright 2014-2022 Google Inc. All rights reserved.
+SPDX-FileCopyrightText: Copyright 2015-2018 The Gemmlowp Authors. All rights reserved.
+SPDX-FileCopyrightText: Copyright (c) 2003-2019, Mark Borgerding. All rights reserved.
+SPDX-FileCopyrightText: Copyright 2019-2022 The Pigweed Authors
+SPDX-FileCopyrightText: Copyright 2019-2021 Google LLC. All Rights Reserved.
+
+SPDX-License-Identifier: Apache-2.0 AND BSD-3-Clause and CC-PDDC
diff --git a/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U65-Dedicated_Sram-TA/backend-config.json b/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U65-Dedicated_Sram-TA/backend-config.json
new file mode 100644
index 0000000..b59c85e
--- /dev/null
+++ b/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U65-Dedicated_Sram-TA/backend-config.json
@@ -0,0 +1,14 @@
+[
+  {
+    "name": "Generic Inference Runner: Ethos-U65 Dedicated SRAM",
+    "description": "This application allows running inferences using custom NN TFLite models on Ethos-U. No data pre-/post-processing is executed.",
+    "supported_systems": [
+      {
+        "name": "Corstone-300: Cortex-M55+Ethos-U65"
+      }
+    ],
+    "variables": {
+      "eval_app": "{software.config_dir}/ethos-u-inference_runner.axf"
+    }
+  }
+]
diff --git a/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U65-Dedicated_Sram-TA/backend-config.json.license b/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U65-Dedicated_Sram-TA/backend-config.json.license
new file mode 100644
index 0000000..9b83bfc
--- /dev/null
+++ b/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U65-Dedicated_Sram-TA/backend-config.json.license
@@ -0,0 +1,3 @@
+SPDX-FileCopyrightText: Copyright 2022, Arm Limited and/or its affiliates.
+
+SPDX-License-Identifier: Apache-2.0
diff --git a/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U65-Dedicated_Sram-TA/ethos-u-inference_runner.axf b/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U65-Dedicated_Sram-TA/ethos-u-inference_runner.axf
new file mode 100644
index 0000000..f881bb8
--- /dev/null
+++ b/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U65-Dedicated_Sram-TA/ethos-u-inference_runner.axf
diff --git a/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U65-Dedicated_Sram-TA/ethos-u-inference_runner.axf.license b/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U65-Dedicated_Sram-TA/ethos-u-inference_runner.axf.license
new file mode 100644
index 0000000..8896f92
--- /dev/null
+++ b/src/mlia/resources/backends/applications/inference_runner-sse-300-22.05.01-ethos-U65-Dedicated_Sram-TA/ethos-u-inference_runner.axf.license
@@ -0,0 +1,31 @@
+SPDX-FileCopyrightText: Copyright 2009-2022, Arm Limited and/or its affiliates.
+SPDX-FileCopyrightText: Copyright (c) 2006, 2008 Junio C Hamano
+SPDX-FileCopyrightText: Copyright 2011, The Dojo Foundation
+SPDX-FileCopyrightText: Copyright (c) 1999-2009 KEIL, 2009-2016 ARM Germany GmbH. All rights reserved.
+SPDX-FileCopyrightText: Copyright (c) 2006, 2007 CodeSourcery Inc
+SPDX-FileCopyrightText: Copyright (c) 2010 "Cowboy" Ben Alman
+SPDX-FileCopyrightText: Copyright 1997-2016 Freescale Semiconductor, Inc.
+SPDX-FileCopyrightText: Copyright 2011, AUTHORS.txt (http://jqueryui.com/about)
+SPDX-FileCopyrightText: Copyright 2011, John Resig
+SPDX-FileCopyrightText: Copyright 2016-2021 NXP
+SPDX-FileCopyrightText: Copyright (c) 2012 mbed.org
+SPDX-FileCopyrightText: Copyright (c) 2012-2017 Keil Software. All rights reserved.
+SPDX-FileCopyrightText: Copyright (C) 2009 by Dimitri van Heesch.
+SPDX-FileCopyrightText: Copyright (c) 2017-2021 IAR Systems
+SPDX-FileCopyrightText: Copyright (C) 2003-2008 Greg Valure
+SPDX-FileCopyrightText: Copyright 2015 gRPC authors.
+SPDX-FileCopyrightText: Copyright 2018 Dan Field. All rights reserved.
+SPDX-FileCopyrightText: Copyright 2014 Stefan.Eilemann@epfl.ch
+SPDX-FileCopyrightText: Copyright (c) 2016, the Dart project authors
+SPDX-FileCopyrightText: Copyright 2015 The Chromium Authors
+SPDX-FileCopyrightText: Copyright (C) 2019 Free Software Foundation, Inc.
+SPDX-FileCopyrightText: Copyright (c) 2021, Vasyl Gello.
+SPDX-FileCopyrightText: Copyright 2020 Jan Tojnar
+SPDX-FileCopyrightText: Copyright 2017-2022 The TensorFlow Authors. All Rights Reserved.
+SPDX-FileCopyrightText: Copyright 2014-2022 Google Inc. All rights reserved.
+SPDX-FileCopyrightText: Copyright 2015-2018 The Gemmlowp Authors. All rights reserved.
+SPDX-FileCopyrightText: Copyright (c) 2003-2019, Mark Borgerding. All rights reserved.
+SPDX-FileCopyrightText: Copyright 2019-2022 The Pigweed Authors
+SPDX-FileCopyrightText: Copyright 2019-2021 Google LLC. All Rights Reserved.
+
+SPDX-License-Identifier: Apache-2.0 AND BSD-3-Clause and CC-PDDC
diff --git a/src/mlia/resources/backends/applications/inference_runner-sse-310-22.05.01-ethos-U55-Shared_Sram-TA/backend-config.json b/src/mlia/resources/backends/applications/inference_runner-sse-310-22.05.01-ethos-U55-Shared_Sram-TA/backend-config.json
new file mode 100644
index 0000000..69c5e60
--- /dev/null
+++ b/src/mlia/resources/backends/applications/inference_runner-sse-310-22.05.01-ethos-U55-Shared_Sram-TA/backend-config.json
@@ -0,0 +1,14 @@
+[
+  {
+    "name": "Generic Inference Runner: Ethos-U55/65 Shared SRAM",
+    "description": "This application allows running inferences using custom NN TFLite models on Ethos-U. No data pre-/post-processing is executed.",
+    "supported_systems": [
+      {
+        "name": "Corstone-310: Cortex-M85+Ethos-U55"
+      }
+    ],
+    "variables": {
+      "eval_app": "{software.config_dir}/ethos-u-inference_runner.axf"
+    }
+  }
+]
diff --git a/src/mlia/resources/backends/applications/inference_runner-sse-310-22.05.01-ethos-U55-Shared_Sram-TA/backend-config.json.license b/src/mlia/resources/backends/applications/inference_runner-sse-310-22.05.01-ethos-U55-Shared_Sram-TA/backend-config.json.license
new file mode 100644
index 0000000..9b83bfc
--- /dev/null
+++ b/src/mlia/resources/backends/applications/inference_runner-sse-310-22.05.01-ethos-U55-Shared_Sram-TA/backend-config.json.license
@@ -0,0 +1,3 @@
+SPDX-FileCopyrightText: Copyright 2022, Arm Limited and/or its affiliates.
+
+SPDX-License-Identifier: Apache-2.0
diff --git a/src/mlia/resources/backends/applications/inference_runner-sse-310-22.05.01-ethos-U55-Shared_Sram-TA/ethos-u-inference_runner.axf b/src/mlia/resources/backends/applications/inference_runner-sse-310-22.05.01-ethos-U55-Shared_Sram-TA/ethos-u-inference_runner.axf
new file mode 100644
index 0000000..846ee33
--- /dev/null
+++ b/src/mlia/resources/backends/applications/inference_runner-sse-310-22.05.01-ethos-U55-Shared_Sram-TA/ethos-u-inference_runner.axf
diff --git a/src/mlia/resources/backends/applications/inference_runner-sse-310-22.05.01-ethos-U55-Shared_Sram-TA/ethos-u-inference_runner.axf.license b/src/mlia/resources/backends/applications/inference_runner-sse-310-22.05.01-ethos-U55-Shared_Sram-TA/ethos-u-inference_runner.axf.license
new file mode 100644
index 0000000..8896f92
--- /dev/null
+++ b/src/mlia/resources/backends/applications/inference_runner-sse-310-22.05.01-ethos-U55-Shared_Sram-TA/ethos-u-inference_runner.axf.license
@@ -0,0 +1,31 @@
+SPDX-FileCopyrightText: Copyright 2009-2022, Arm Limited and/or its affiliates.
+SPDX-FileCopyrightText: Copyright (c) 2006, 2008 Junio C Hamano
+SPDX-FileCopyrightText: Copyright 2011, The Dojo Foundation
+SPDX-FileCopyrightText: Copyright (c) 1999-2009 KEIL, 2009-2016 ARM Germany GmbH. All rights reserved.
+SPDX-FileCopyrightText: Copyright (c) 2006, 2007 CodeSourcery Inc
+SPDX-FileCopyrightText: Copyright (c) 2010 "Cowboy" Ben Alman
+SPDX-FileCopyrightText: Copyright 1997-2016 Freescale Semiconductor, Inc.
+SPDX-FileCopyrightText: Copyright 2011, AUTHORS.txt (http://jqueryui.com/about)
+SPDX-FileCopyrightText: Copyright 2011, John Resig
+SPDX-FileCopyrightText: Copyright 2016-2021 NXP
+SPDX-FileCopyrightText: Copyright (c) 2012 mbed.org
+SPDX-FileCopyrightText: Copyright (c) 2012-2017 Keil Software. All rights reserved.
+SPDX-FileCopyrightText: Copyright (C) 2009 by Dimitri van Heesch.
+SPDX-FileCopyrightText: Copyright (c) 2017-2021 IAR Systems
+SPDX-FileCopyrightText: Copyright (C) 2003-2008 Greg Valure
+SPDX-FileCopyrightText: Copyright 2015 gRPC authors.
+SPDX-FileCopyrightText: Copyright 2018 Dan Field. All rights reserved.
+SPDX-FileCopyrightText: Copyright 2014 Stefan.Eilemann@epfl.ch
+SPDX-FileCopyrightText: Copyright (c) 2016, the Dart project authors
+SPDX-FileCopyrightText: Copyright 2015 The Chromium Authors
+SPDX-FileCopyrightText: Copyright (C) 2019 Free Software Foundation, Inc.
+SPDX-FileCopyrightText: Copyright (c) 2021, Vasyl Gello.
+SPDX-FileCopyrightText: Copyright 2020 Jan Tojnar
+SPDX-FileCopyrightText: Copyright 2017-2022 The TensorFlow Authors. All Rights Reserved.
+SPDX-FileCopyrightText: Copyright 2014-2022 Google Inc. All rights reserved.
+SPDX-FileCopyrightText: Copyright 2015-2018 The Gemmlowp Authors. All rights reserved.
+SPDX-FileCopyrightText: Copyright (c) 2003-2019, Mark Borgerding. All rights reserved.
+SPDX-FileCopyrightText: Copyright 2019-2022 The Pigweed Authors
+SPDX-FileCopyrightText: Copyright 2019-2021 Google LLC. All Rights Reserved.
+
+SPDX-License-Identifier: Apache-2.0 AND BSD-3-Clause and CC-PDDC
diff --git a/src/mlia/resources/backends/applications/inference_runner-sse-310-22.05.01-ethos-U55-Sram_Only-TA/backend-config.json b/src/mlia/resources/backends/applications/inference_runner-sse-310-22.05.01-ethos-U55-Sram_Only-TA/backend-config.json
new file mode 100644
index 0000000..fbe4a16
--- /dev/null
+++ b/src/mlia/resources/backends/applications/inference_runner-sse-310-22.05.01-ethos-U55-Sram_Only-TA/backend-config.json
@@ -0,0 +1,14 @@
+[
+  {
+    "name": "Generic Inference Runner: Ethos-U55 SRAM",
+    "description": "This application allows running inferences using custom NN TFLite models on Ethos-U. No data pre-/post-processing is executed.",
+    "supported_systems": [
+      {
+        "name": "Corstone-310: Cortex-M85+Ethos-U55"
+      }
+    ],
+    "variables": {
+      "eval_app": "{software.config_dir}/ethos-u-inference_runner.axf"
+    }
+  }
+]
diff --git a/src/mlia/resources/backends/applications/inference_runner-sse-310-22.05.01-ethos-U55-Sram_Only-TA/backend-config.json.license b/src/mlia/resources/backends/applications/inference_runner-sse-310-22.05.01-ethos-U55-Sram_Only-TA/backend-config.json.license
new file mode 100644
index 0000000..9b83bfc
--- /dev/null
+++ b/src/mlia/resources/backends/applications/inference_runner-sse-310-22.05.01-ethos-U55-Sram_Only-TA/backend-config.json.license
@@ -0,0 +1,3 @@
+SPDX-FileCopyrightText: Copyright 2022, Arm Limited and/or its affiliates.
+
+SPDX-License-Identifier: Apache-2.0
diff --git a/src/mlia/resources/backends/applications/inference_runner-sse-310-22.05.01-ethos-U55-Sram_Only-TA/ethos-u-inference_runner.axf b/src/mlia/resources/backends/applications/inference_runner-sse-310-22.05.01-ethos-U55-Sram_Only-TA/ethos-u-inference_runner.axf
new file mode 100644
index 0000000..e3eab97
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+++ b/src/mlia/resources/backends/applications/inference_runner-sse-310-22.05.01-ethos-U55-Sram_Only-TA/ethos-u-inference_runner.axf
diff --git a/src/mlia/resources/backends/applications/inference_runner-sse-310-22.05.01-ethos-U55-Sram_Only-TA/ethos-u-inference_runner.axf.license b/src/mlia/resources/backends/applications/inference_runner-sse-310-22.05.01-ethos-U55-Sram_Only-TA/ethos-u-inference_runner.axf.license
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+++ b/src/mlia/resources/backends/applications/inference_runner-sse-310-22.05.01-ethos-U55-Sram_Only-TA/ethos-u-inference_runner.axf.license
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+SPDX-FileCopyrightText: Copyright (c) 2006, 2008 Junio C Hamano
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+SPDX-FileCopyrightText: Copyright (c) 1999-2009 KEIL, 2009-2016 ARM Germany GmbH. All rights reserved.
+SPDX-FileCopyrightText: Copyright (c) 2006, 2007 CodeSourcery Inc
+SPDX-FileCopyrightText: Copyright (c) 2010 "Cowboy" Ben Alman
+SPDX-FileCopyrightText: Copyright 1997-2016 Freescale Semiconductor, Inc.
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+SPDX-FileCopyrightText: Copyright 2011, John Resig
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+SPDX-FileCopyrightText: Copyright (c) 2012-2017 Keil Software. All rights reserved.
+SPDX-FileCopyrightText: Copyright (C) 2009 by Dimitri van Heesch.
+SPDX-FileCopyrightText: Copyright (c) 2017-2021 IAR Systems
+SPDX-FileCopyrightText: Copyright (C) 2003-2008 Greg Valure
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+SPDX-FileCopyrightText: Copyright 2018 Dan Field. All rights reserved.
+SPDX-FileCopyrightText: Copyright 2014 Stefan.Eilemann@epfl.ch
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+SPDX-FileCopyrightText: Copyright (C) 2019 Free Software Foundation, Inc.
+SPDX-FileCopyrightText: Copyright (c) 2021, Vasyl Gello.
+SPDX-FileCopyrightText: Copyright 2020 Jan Tojnar
+SPDX-FileCopyrightText: Copyright 2017-2022 The TensorFlow Authors. All Rights Reserved.
+SPDX-FileCopyrightText: Copyright 2014-2022 Google Inc. All rights reserved.
+SPDX-FileCopyrightText: Copyright 2015-2018 The Gemmlowp Authors. All rights reserved.
+SPDX-FileCopyrightText: Copyright (c) 2003-2019, Mark Borgerding. All rights reserved.
+SPDX-FileCopyrightText: Copyright 2019-2022 The Pigweed Authors
+SPDX-FileCopyrightText: Copyright 2019-2021 Google LLC. All Rights Reserved.
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+SPDX-License-Identifier: Apache-2.0 AND BSD-3-Clause and CC-PDDC