ailayer_input_default.h File Reference

Default implementation of the Input layer . More...

Go to the source code of this file.

Typedefs
typedef struct ailayer_input	ailayer_input_f32_t
typedef struct ailayer_input	ailayer_input_q31_t
typedef struct ailayer_input	ailayer_input_q7_t

Functions
ailayer_t *	ailayer_input_f32_default (ailayer_input_f32_t *layer)
	Initializes and connect an Input layer with the F32 default implementation. More...
ailayer_t *	ailayer_input_q31_default (ailayer_input_q31_t *layer)
	Initializes and connect an Input layer with the Q31 default implementation. More...
ailayer_t *	ailayer_input_q7_default (ailayer_input_q7_t *layer)
	Initializes and connect an Input layer with the Q7 default implementation. More...

Detailed Description

Default implementation of the Input layer .

Version

2.2.0

Copyright

Copyright (C) 2020-2023 Fraunhofer Institute for Microelectronic Circuits and Systems. All rights reserved.

AIfES is free software: you can redistribute it and/or modify it under the terms of the GNU Affero General Public License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version.

This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU Affero General Public License for more details.

You should have received a copy of the GNU Affero General Public License along with this program. If not, see https://www.gnu.org/licenses/.

Hardware independent implementations of the Input layer in F32 , Q31 and Q7 data-type. For more information about the Input layer refer to ailayer_input.h.

Function Documentation

ailayer_input_f32_default()

ailayer_t* ailayer_input_f32_default

(

ailayer_input_f32_t *

layer

)

Initializes and connect an Input layer with the F32 default implementation.

Example: Create the layer structure:
In C:

uint16_t input_layer_shape[] = {1, 2};
ailayer_input_f32_t input_layer = {
    .input_dim = 2,
    .input_shape = input_layer_shape
};

In C, C++ and on Arduino:

uint16_t input_layer_shape[] = {1, 2};
ailayer_input_f32_t input_layer  = AILAYER_INPUT_F32_A(2, input_layer_shape);

Example: Initialize and connect the layer:

x = ailayer_input_f32_default(&input_layer);

Parameters

*layer

The layer structure to initialize.

Returns

The (successfully) initialized layer structure.

ailayer_input_q31_default()

ailayer_t* ailayer_input_q31_default

(

ailayer_input_q31_t *

layer

)

Initializes and connect an Input layer with the Q31 default implementation.

Example: Create the layer structure:
In C:

uint16_t input_layer_shape[] = {1, 2};
ailayer_input_q31_t input_layer = {
    .input_dim = 2,
    .input_shape = input_layer_shape
};

In C, C++ and on Arduino:

uint16_t input_layer_shape[] = {1, 2};
ailayer_input_q31_t input_layer  = AILAYER_INPUT_Q31_A(2, input_layer_shape);

Example: Initialize and connect the layer:

x = ailayer_input_q31_default(&input_layer);

Parameters

*layer

The layer structure to initialize.

Returns

The (successfully) initialized layer structure.

ailayer_input_q7_default()

ailayer_t* ailayer_input_q7_default

(

ailayer_input_q7_t *

layer

)

Initializes and connect an Input layer with the Q7 default implementation.

Example: Create the layer structure (Automatic version - The quantization parameters are set by aialgo_distribute_parameter_memory()):
In C:

uint16_t input_layer_shape[] = {1, 2};
ailayer_input_q7_t input_layer = {
    .input_dim = 2,
    .input_shape = input_layer_shape
};

In C, C++ and on Arduino:

uint16_t input_layer_shape[] = {1, 2};
ailayer_input_q7_t input_layer  = AILAYER_INPUT_Q7_A(2, input_layer_shape);

Example: Create the layer structure (Manual version - The quantization parameters are set manually):
In C:

uint16_t input_layer_shape[] = {1, 2};
aimath_q7_params_t input_layer_q_params;
ailayer_input_q7_t input_layer = {
    .input_dim = 2,
    .input_shape = input_layer_shape,
    .base.result.tensor_params = &input_layer_q_params
};

In C, C++ and on Arduino:

uint16_t input_layer_shape[] = {1, 2};
aimath_q7_params_t input_layer_q_params;
ailayer_input_q7_t input_layer  = AILAYER_INPUT_Q7_M(2, input_layer_shape, &input_layer_q_params);

Example: Initialize and connect the layer:

x = ailayer_input_q7_default(&input_layer);

Parameters

*layer

The layer structure to initialize.

Returns

The (successfully) initialized layer structure.