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

1 files changed, 0 insertions, 147 deletions

diff --git a/tests/mlia/test_devices_ethosu_data_analysis.py b/tests/mlia/test_devices_ethosu_data_analysis.py
deleted file mode 100644
index 4b1d38b..0000000
--- a/tests/mlia/test_devices_ethosu_data_analysis.py
+++ /dev/null
@@ -1,147 +0,0 @@
-# SPDX-FileCopyrightText: Copyright 2022, Arm Limited and/or its affiliates.
-# SPDX-License-Identifier: Apache-2.0
-"""Tests for Ethos-U data analysis module."""
-from typing import List
-
-import pytest
-
-from mlia.core.common import DataItem
-from mlia.core.data_analysis import Fact
-from mlia.devices.ethosu.config import EthosUConfiguration
-from mlia.devices.ethosu.data_analysis import AllOperatorsSupportedOnNPU
-from mlia.devices.ethosu.data_analysis import EthosUDataAnalyzer
-from mlia.devices.ethosu.data_analysis import HasCPUOnlyOperators
-from mlia.devices.ethosu.data_analysis import HasUnsupportedOnNPUOperators
-from mlia.devices.ethosu.data_analysis import OptimizationDiff
-from mlia.devices.ethosu.data_analysis import OptimizationResults
-from mlia.devices.ethosu.data_analysis import PerfMetricDiff
-from mlia.devices.ethosu.performance import MemoryUsage
-from mlia.devices.ethosu.performance import NPUCycles
-from mlia.devices.ethosu.performance import OptimizationPerformanceMetrics
-from mlia.devices.ethosu.performance import PerformanceMetrics
-from mlia.nn.tensorflow.optimizations.select import OptimizationSettings
-from mlia.tools.vela_wrapper import NpuSupported
-from mlia.tools.vela_wrapper import Operator
-from mlia.tools.vela_wrapper import Operators
-
-
-def test_perf_metrics_diff() -> None:
-    """Test PerfMetricsDiff class."""
-    diff_same = PerfMetricDiff(1, 1)
-    assert diff_same.same is True
-    assert diff_same.improved is False
-    assert diff_same.degraded is False
-    assert diff_same.diff == 0
-
-    diff_improved = PerfMetricDiff(10, 5)
-    assert diff_improved.same is False
-    assert diff_improved.improved is True
-    assert diff_improved.degraded is False
-    assert diff_improved.diff == 50.0
-
-    diff_degraded = PerfMetricDiff(5, 10)
-    assert diff_degraded.same is False
-    assert diff_degraded.improved is False
-    assert diff_degraded.degraded is True
-    assert diff_degraded.diff == -100.0
-
-    diff_original_zero = PerfMetricDiff(0, 1)
-    assert diff_original_zero.diff == 0
-
-
-@pytest.mark.parametrize(
-    "input_data, expected_facts",
-    [
-        [
-            Operators(
-                [
-                    Operator(
-                        "CPU operator",
-                        "CPU operator type",
-                        NpuSupported(False, [("CPU only operator", "")]),
-                    )
-                ]
-            ),
-            [
-                HasCPUOnlyOperators(["CPU operator type"]),
-                HasUnsupportedOnNPUOperators(1.0),
-            ],
-        ],
-        [
-            Operators(
-                [
-                    Operator(
-                        "NPU operator",
-                        "NPU operator type",
-                        NpuSupported(True, []),
-                    )
-                ]
-            ),
-            [
-                AllOperatorsSupportedOnNPU(),
-            ],
-        ],
-        [
-            OptimizationPerformanceMetrics(
-                PerformanceMetrics(
-                    EthosUConfiguration("ethos-u55-256"),
-                    NPUCycles(1, 2, 3, 4, 5, 6),
-                    # memory metrics are in kilobytes
-                    MemoryUsage(*[i * 1024 for i in range(1, 6)]),  # type: ignore
-                ),
-                [
-                    [
-                        [
-                            OptimizationSettings("pruning", 0.5, None),
-                        ],
-                        PerformanceMetrics(
-                            EthosUConfiguration("ethos-u55-256"),
-                            NPUCycles(1, 2, 3, 4, 5, 6),
-                            # memory metrics are in kilobytes
-                            MemoryUsage(
-                                *[i * 1024 for i in range(1, 6)]  # type: ignore
-                            ),
-                        ),
-                    ],
-                ],
-            ),
-            [
-                OptimizationResults(
-                    [
-                        OptimizationDiff(
-                            opt_type=[
-                                OptimizationSettings("pruning", 0.5, None),
-                            ],
-                            opt_diffs={
-                                "sram": PerfMetricDiff(1.0, 1.0),
-                                "dram": PerfMetricDiff(2.0, 2.0),
-                                "on_chip_flash": PerfMetricDiff(4.0, 4.0),
-                                "off_chip_flash": PerfMetricDiff(5.0, 5.0),
-                                "npu_total_cycles": PerfMetricDiff(3, 3),
-                            },
-                        )
-                    ]
-                )
-            ],
-        ],
-        [
-            OptimizationPerformanceMetrics(
-                PerformanceMetrics(
-                    EthosUConfiguration("ethos-u55-256"),
-                    NPUCycles(1, 2, 3, 4, 5, 6),
-                    # memory metrics are in kilobytes
-                    MemoryUsage(*[i * 1024 for i in range(1, 6)]),  # type: ignore
-                ),
-                [],
-            ),
-            [],
-        ],
-    ],
-)
-def test_ethos_u_data_analyzer(
-    input_data: DataItem, expected_facts: List[Fact]
-) -> None:
-    """Test Ethos-U data analyzer."""
-    analyzer = EthosUDataAnalyzer()
-    analyzer.analyze_data(input_data)
-    assert analyzer.get_analyzed_data() == expected_facts