Rename modules

- Rename module "mlia.devices" into "mlia.target"
- Rename module "mlia.target.ethosu" into "mlia.target.ethos_u"
- Rename module "mlia.target.cortexa" into "mlia.target.cortex_a"
- Rename and update tests

Change-Id: I6dca7c8646d881f739fb6b5914d1cc7e45e63dc2

10 files changed, 0 insertions, 376 deletions

diff --git a/src/mlia/devices/tosa/__init__.py b/src/mlia/devices/tosa/__init__.py
deleted file mode 100644
index 762c831..0000000
--- a/src/mlia/devices/tosa/__init__.py
+++ /dev/null
@@ -1,3 +0,0 @@
-# SPDX-FileCopyrightText: Copyright 2022, Arm Limited and/or its affiliates.
-# SPDX-License-Identifier: Apache-2.0
-"""TOSA target module."""
diff --git a/src/mlia/devices/tosa/advice_generation.py b/src/mlia/devices/tosa/advice_generation.py
deleted file mode 100644
index a3d8011..0000000
--- a/src/mlia/devices/tosa/advice_generation.py
+++ /dev/null
@@ -1,40 +0,0 @@
-# SPDX-FileCopyrightText: Copyright 2022, Arm Limited and/or its affiliates.
-# SPDX-License-Identifier: Apache-2.0
-"""TOSA advice generation."""
-from functools import singledispatchmethod
-
-from mlia.core.advice_generation import advice_category
-from mlia.core.advice_generation import FactBasedAdviceProducer
-from mlia.core.common import AdviceCategory
-from mlia.core.common import DataItem
-from mlia.devices.tosa.data_analysis import ModelIsNotTOSACompatible
-from mlia.devices.tosa.data_analysis import ModelIsTOSACompatible
-
-
-class TOSAAdviceProducer(FactBasedAdviceProducer):
-    """TOSA advice producer."""
-
-    @singledispatchmethod
-    def produce_advice(self, _data_item: DataItem) -> None:  # type: ignore
-        """Produce advice."""
-
-    @produce_advice.register
-    @advice_category(AdviceCategory.ALL, AdviceCategory.OPERATORS)
-    def handle_model_is_tosa_compatible(
-        self, _data_item: ModelIsTOSACompatible
-    ) -> None:
-        """Advice for TOSA compatibility."""
-        self.add_advice(["Model is fully TOSA compatible."])
-
-    @produce_advice.register
-    @advice_category(AdviceCategory.ALL, AdviceCategory.OPERATORS)
-    def handle_model_is_not_tosa_compatible(
-        self, _data_item: ModelIsNotTOSACompatible
-    ) -> None:
-        """Advice for TOSA compatibility."""
-        self.add_advice(
-            [
-                "Some operators in the model are not TOSA compatible. "
-                "Please, refer to the operators table for more information."
-            ]
-        )
diff --git a/src/mlia/devices/tosa/advisor.py b/src/mlia/devices/tosa/advisor.py
deleted file mode 100644
index 53dfa87..0000000
--- a/src/mlia/devices/tosa/advisor.py
+++ /dev/null
@@ -1,94 +0,0 @@
-# SPDX-FileCopyrightText: Copyright 2022, Arm Limited and/or its affiliates.
-# SPDX-License-Identifier: Apache-2.0
-"""TOSA advisor."""
-from __future__ import annotations
-
-from pathlib import Path
-from typing import Any
-
-from mlia.core.advice_generation import AdviceCategory
-from mlia.core.advice_generation import AdviceProducer
-from mlia.core.advisor import DefaultInferenceAdvisor
-from mlia.core.advisor import InferenceAdvisor
-from mlia.core.context import Context
-from mlia.core.context import ExecutionContext
-from mlia.core.data_analysis import DataAnalyzer
-from mlia.core.data_collection import DataCollector
-from mlia.core.events import Event
-from mlia.core.typing import PathOrFileLike
-from mlia.devices.tosa.advice_generation import TOSAAdviceProducer
-from mlia.devices.tosa.config import TOSAConfiguration
-from mlia.devices.tosa.data_analysis import TOSADataAnalyzer
-from mlia.devices.tosa.data_collection import TOSAOperatorCompatibility
-from mlia.devices.tosa.events import TOSAAdvisorStartedEvent
-from mlia.devices.tosa.handlers import TOSAEventHandler
-
-
-class TOSAInferenceAdvisor(DefaultInferenceAdvisor):
-    """TOSA inference advisor."""
-
-    @classmethod
-    def name(cls) -> str:
-        """Return name of the advisor."""
-        return "tosa_inference_advisor"
-
-    def get_collectors(self, context: Context) -> list[DataCollector]:
-        """Return list of the data collectors."""
-        model = self.get_model(context)
-
-        collectors: list[DataCollector] = []
-
-        if AdviceCategory.OPERATORS in context.advice_category:
-            collectors.append(TOSAOperatorCompatibility(model))
-
-        return collectors
-
-    def get_analyzers(self, context: Context) -> list[DataAnalyzer]:
-        """Return list of the data analyzers."""
-        return [
-            TOSADataAnalyzer(),
-        ]
-
-    def get_producers(self, context: Context) -> list[AdviceProducer]:
-        """Return list of the advice producers."""
-        return [
-            TOSAAdviceProducer(),
-        ]
-
-    def get_events(self, context: Context) -> list[Event]:
-        """Return list of the startup events."""
-        model = self.get_model(context)
-        target_profile = self.get_target_profile(context)
-
-        return [
-            TOSAAdvisorStartedEvent(model, TOSAConfiguration(target_profile)),
-        ]
-
-
-def configure_and_get_tosa_advisor(
-    context: ExecutionContext,
-    target_profile: str,
-    model: str | Path,
-    output: PathOrFileLike | None = None,
-    **_extra_args: Any,
-) -> InferenceAdvisor:
-    """Create and configure TOSA advisor."""
-    if context.event_handlers is None:
-        context.event_handlers = [TOSAEventHandler(output)]
-
-    if context.config_parameters is None:
-        context.config_parameters = _get_config_parameters(model, target_profile)
-
-    return TOSAInferenceAdvisor()
-
-
-def _get_config_parameters(model: str | Path, target_profile: str) -> dict[str, Any]:
-    """Get configuration parameters for the advisor."""
-    advisor_parameters: dict[str, Any] = {
-        "tosa_inference_advisor": {
-            "model": str(model),
-            "target_profile": target_profile,
-        }
-    }
-
-    return advisor_parameters
diff --git a/src/mlia/devices/tosa/config.py b/src/mlia/devices/tosa/config.py
deleted file mode 100644
index c3879a7..0000000
--- a/src/mlia/devices/tosa/config.py
+++ /dev/null
@@ -1,19 +0,0 @@
-# SPDX-FileCopyrightText: Copyright 2022, Arm Limited and/or its affiliates.
-# SPDX-License-Identifier: Apache-2.0
-"""TOSA target configuration."""
-from mlia.devices.config import IPConfiguration
-from mlia.utils.filesystem import get_profile
-
-
-class TOSAConfiguration(IPConfiguration):  # pylint: disable=too-few-public-methods
-    """TOSA configuration."""
-
-    def __init__(self, target_profile: str) -> None:
-        """Init configuration."""
-        target_data = get_profile(target_profile)
-        target = target_data["target"]
-
-        if target != "tosa":
-            raise Exception(f"Wrong target {target} for TOSA configuration")
-
-        super().__init__(target)
diff --git a/src/mlia/devices/tosa/data_analysis.py b/src/mlia/devices/tosa/data_analysis.py
deleted file mode 100644
index 7cbd61d..0000000
--- a/src/mlia/devices/tosa/data_analysis.py
+++ /dev/null
@@ -1,36 +0,0 @@
-# SPDX-FileCopyrightText: Copyright 2022, Arm Limited and/or its affiliates.
-# SPDX-License-Identifier: Apache-2.0
-"""TOSA data analysis module."""
-from dataclasses import dataclass
-from functools import singledispatchmethod
-
-from mlia.backend.tosa_checker.compat import TOSACompatibilityInfo
-from mlia.core.common import DataItem
-from mlia.core.data_analysis import Fact
-from mlia.core.data_analysis import FactExtractor
-
-
-@dataclass
-class ModelIsTOSACompatible(Fact):
-    """Model is completely TOSA compatible."""
-
-
-@dataclass
-class ModelIsNotTOSACompatible(Fact):
-    """Model is not TOSA compatible."""
-
-
-class TOSADataAnalyzer(FactExtractor):
-    """TOSA data analyzer."""
-
-    @singledispatchmethod
-    def analyze_data(self, data_item: DataItem) -> None:  # type: ignore
-        """Analyse the data."""
-
-    @analyze_data.register
-    def analyze_tosa_compatibility(self, data_item: TOSACompatibilityInfo) -> None:
-        """Analyse TOSA compatibility information."""
-        if data_item.tosa_compatible:
-            self.add_fact(ModelIsTOSACompatible())
-        else:
-            self.add_fact(ModelIsNotTOSACompatible())
diff --git a/src/mlia/devices/tosa/data_collection.py b/src/mlia/devices/tosa/data_collection.py
deleted file mode 100644
index 105c501..0000000
--- a/src/mlia/devices/tosa/data_collection.py
+++ /dev/null
@@ -1,30 +0,0 @@
-# SPDX-FileCopyrightText: Copyright 2022, Arm Limited and/or its affiliates.
-# SPDX-License-Identifier: Apache-2.0
-"""TOSA data collection module."""
-from pathlib import Path
-
-from mlia.backend.tosa_checker.compat import get_tosa_compatibility_info
-from mlia.backend.tosa_checker.compat import TOSACompatibilityInfo
-from mlia.core.data_collection import ContextAwareDataCollector
-from mlia.nn.tensorflow.config import get_tflite_model
-from mlia.utils.logging import log_action
-
-
-class TOSAOperatorCompatibility(ContextAwareDataCollector):
-    """Collect operator compatibility information."""
-
-    def __init__(self, model: Path) -> None:
-        """Init the data collector."""
-        self.model = model
-
-    def collect_data(self) -> TOSACompatibilityInfo:
-        """Collect TOSA compatibility information."""
-        tflite_model = get_tflite_model(self.model, self.context)
-
-        with log_action("Checking operator compatibility ..."):
-            return get_tosa_compatibility_info(tflite_model.model_path)
-
-    @classmethod
-    def name(cls) -> str:
-        """Return name of the collector."""
-        return "tosa_operator_compatibility"
diff --git a/src/mlia/devices/tosa/events.py b/src/mlia/devices/tosa/events.py
deleted file mode 100644
index ceaba57..0000000
--- a/src/mlia/devices/tosa/events.py
+++ /dev/null
@@ -1,24 +0,0 @@
-# SPDX-FileCopyrightText: Copyright 2022, Arm Limited and/or its affiliates.
-# SPDX-License-Identifier: Apache-2.0
-"""TOSA advisor events."""
-from dataclasses import dataclass
-from pathlib import Path
-
-from mlia.core.events import Event
-from mlia.core.events import EventDispatcher
-from mlia.devices.tosa.config import TOSAConfiguration
-
-
-@dataclass
-class TOSAAdvisorStartedEvent(Event):
-    """Event with TOSA advisor parameters."""
-
-    model: Path
-    device: TOSAConfiguration
-
-
-class TOSAAdvisorEventHandler(EventDispatcher):
-    """Event handler for the TOSA inference advisor."""
-
-    def on_tosa_advisor_started(self, event: TOSAAdvisorStartedEvent) -> None:
-        """Handle TOSAAdvisorStartedEvent event."""
diff --git a/src/mlia/devices/tosa/handlers.py b/src/mlia/devices/tosa/handlers.py
deleted file mode 100644
index fc82657..0000000
--- a/src/mlia/devices/tosa/handlers.py
+++ /dev/null
@@ -1,36 +0,0 @@
-# SPDX-FileCopyrightText: Copyright 2022, Arm Limited and/or its affiliates.
-# SPDX-License-Identifier: Apache-2.0
-"""TOSA Advisor event handlers."""
-# pylint: disable=R0801
-from __future__ import annotations
-
-import logging
-
-from mlia.backend.tosa_checker.compat import TOSACompatibilityInfo
-from mlia.core.events import CollectedDataEvent
-from mlia.core.handlers import WorkflowEventsHandler
-from mlia.core.typing import PathOrFileLike
-from mlia.devices.tosa.events import TOSAAdvisorEventHandler
-from mlia.devices.tosa.events import TOSAAdvisorStartedEvent
-from mlia.devices.tosa.reporters import tosa_formatters
-
-logger = logging.getLogger(__name__)
-
-
-class TOSAEventHandler(WorkflowEventsHandler, TOSAAdvisorEventHandler):
-    """Event handler for TOSA advisor."""
-
-    def __init__(self, output: PathOrFileLike | None = None) -> None:
-        """Init event handler."""
-        super().__init__(tosa_formatters, output)
-
-    def on_tosa_advisor_started(self, event: TOSAAdvisorStartedEvent) -> None:
-        """Handle TOSAAdvisorStartedEvent event."""
-        self.reporter.submit(event.device)
-
-    def on_collected_data(self, event: CollectedDataEvent) -> None:
-        """Handle CollectedDataEvent event."""
-        data_item = event.data_item
-
-        if isinstance(data_item, TOSACompatibilityInfo):
-            self.reporter.submit(data_item.operators, delay_print=True)
diff --git a/src/mlia/devices/tosa/operators.py b/src/mlia/devices/tosa/operators.py
deleted file mode 100644
index b75ceb0..0000000
--- a/src/mlia/devices/tosa/operators.py
+++ /dev/null
@@ -1,11 +0,0 @@
-# SPDX-FileCopyrightText: Copyright 2022, Arm Limited and/or its affiliates.
-# SPDX-License-Identifier: Apache-2.0
-"""Operators module."""
-
-
-def report() -> None:
-    """Generate supported operators report."""
-    raise Exception(
-        "Generating a supported operators report is not "
-        "currently supported with TOSA target profile."
-    )
diff --git a/src/mlia/devices/tosa/reporters.py b/src/mlia/devices/tosa/reporters.py
deleted file mode 100644
index e5559ee..0000000
--- a/src/mlia/devices/tosa/reporters.py
+++ /dev/null
@@ -1,83 +0,0 @@
-# SPDX-FileCopyrightText: Copyright 2022, Arm Limited and/or its affiliates.
-# SPDX-License-Identifier: Apache-2.0
-"""Reports module."""
-from __future__ import annotations
-
-from typing import Any
-from typing import Callable
-
-from mlia.backend.tosa_checker.compat import Operator
-from mlia.core.advice_generation import Advice
-from mlia.core.reporters import report_advice
-from mlia.core.reporting import Cell
-from mlia.core.reporting import Column
-from mlia.core.reporting import Format
-from mlia.core.reporting import NestedReport
-from mlia.core.reporting import Report
-from mlia.core.reporting import ReportItem
-from mlia.core.reporting import Table
-from mlia.devices.tosa.config import TOSAConfiguration
-from mlia.utils.console import style_improvement
-from mlia.utils.types import is_list_of
-
-
-def report_device(device: TOSAConfiguration) -> Report:
-    """Generate report for the device."""
-    return NestedReport(
-        "Device information",
-        "device",
-        [
-            ReportItem("Target", alias="target", value=device.target),
-        ],
-    )
-
-
-def report_tosa_operators(ops: list[Operator]) -> Report:
-    """Generate report for the operators."""
-    return Table(
-        [
-            Column("#", only_for=["plain_text"]),
-            Column(
-                "Operator location",
-                alias="operator_location",
-                fmt=Format(wrap_width=30),
-            ),
-            Column("Operator name", alias="operator_name", fmt=Format(wrap_width=20)),
-            Column(
-                "TOSA compatibility",
-                alias="is_tosa_compatible",
-                fmt=Format(wrap_width=25),
-            ),
-        ],
-        [
-            (
-                index + 1,
-                op.location,
-                op.name,
-                Cell(
-                    op.is_tosa_compatible,
-                    Format(
-                        style=style_improvement(op.is_tosa_compatible),
-                        str_fmt=lambda v: "Compatible" if v else "Not compatible",
-                    ),
-                ),
-            )
-            for index, op in enumerate(ops)
-        ],
-        name="Operators",
-        alias="operators",
-    )
-
-
-def tosa_formatters(data: Any) -> Callable[[Any], Report]:
-    """Find appropriate formatter for the provided data."""
-    if is_list_of(data, Advice):
-        return report_advice
-
-    if isinstance(data, TOSAConfiguration):
-        return report_device
-
-    if is_list_of(data, Operator):
-        return report_tosa_operators
-
-    raise Exception(f"Unable to find appropriate formatter for {data}")