#
# Copyright (c) 2022 TUM Department of Electrical and Computer Engineering.
#
# This file is part of MLonMCU.
# See https://github.com/tum-ei-eda/mlonmcu.git for further info.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
#
import os
from mlonmcu.flow.backend import Backend
from mlonmcu.models.model import ModelFormats
[docs]
class TFLMBackend(Backend):
registry = {}
name = None
FEATURES = set()
DEFAULTS = {}
REQUIRED = set()
def __init__(self, features=None, config=None):
super().__init__(framework="tflm", config=config, features=features)
self.model = None
self.supported_formats = [ModelFormats.TFLITE]
def __init_subclass__(cls, **kwargs):
super().__init_subclass__(**kwargs)
assert isinstance(cls.name, str)
cls.registry[cls.name] = cls
[docs]
def load_model(self, model, input_shapes=None, output_shapes=None, input_types=None, output_types=None):
self.model = model
ext = os.path.splitext(model)[1][1:]
fmt = ModelFormats.from_extension(ext)
assert fmt == ModelFormats.TFLITE, f"Backend '{self.name}' does not support model format: {fmt.name}"