sPyNNaker neural_modelling 7.3.1
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synapse_structure_weight_state_accumulator_impl.h
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1/*
2 * Copyright (c) 2017 The University of Manchester
3 *
4 * Licensed under the Apache License, Version 2.0 (the "License");
5 * you may not use this file except in compliance with the License.
6 * You may obtain a copy of the License at
7 *
8 * https://www.apache.org/licenses/LICENSE-2.0
9 *
10 * Unless required by applicable law or agreed to in writing, software
11 * distributed under the License is distributed on an "AS IS" BASIS,
12 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13 * See the License for the specific language governing permissions and
14 * limitations under the License.
15 */
16
19#ifndef _SYNAPSE_STRUCUTRE_WEIGHT_STATE_ACCUMULATOR_IMPL_H_
20#define _SYNAPSE_STRUCUTRE_WEIGHT_STATE_ACCUMULATOR_IMPL_H_
21
22//---------------------------------------
23// Structures
24//---------------------------------------
27typedef struct plastic_synapse_t {
28 weight_t weight;
29 int8_t accumulator;
30 uint8_t state;
32
35typedef struct update_state_t {
37 int32_t accumulator;
38 int32_t state;
40
43
44#include "synapse_structure.h"
45
55 plastic_synapse_t synaptic_word, index_t synapse_type) {
56 update_state_t update_state = {
57 .weight_state = weight_get_initial(synaptic_word.weight, synapse_type),
58 .accumulator = (int32_t) synaptic_word.accumulator,
59 .state = (uint32_t) synaptic_word.state
60 };
61 return update_state;
62}
63
64//---------------------------------------
69 update_state_t state) {
70 // Get weight from state
71 weight_t weight = weight_get_final(state.weight_state);
72
73 // Build this into synaptic word along with updated accumulator and state
74 return (final_state_t) {
75 .weight = weight,
76 .accumulator = (int8_t) state.accumulator,
77 .state = (uint8_t) state.state
78 };
79}
80
81//---------------------------------------
86 final_state_t final_state) {
87 return final_state.weight;
88}
89
90//---------------------------------------
95 final_state_t final_state) {
96 return final_state;
97}
98
99//---------------------------------------
104 weight_t weight) {
105 plastic_synapse_t initial = {
106 .weight = weight,
107 .accumulator = 0,
108 .state = 0
109 };
110 return initial;
111}
112
113//---------------------------------------
117static inline weight_t synapse_structure_get_weight(
118 plastic_synapse_t synaptic_word) {
119 return synaptic_word.weight;
120}
121
122static inline void synapse_structure_decay_weight(
123 update_state_t *state, uint32_t decay) {
124 return weight_decay(&(state->weight_state), decay);
125}
126
127static inline accum synapse_structure_get_update_weight(update_state_t state) {
128 return weight_get_update(state.weight_state);
129}
130
131#endif _SYNAPSE_STRUCUTRE_WEIGHT_STATE_ACCUMULATOR_IMPL_H_
uint32_t index_t
#define decay(x, d)
This is a type-generic decay "function".
Definition decay.h:118
API for synaptic state.
plastic_synapse_t final_state_t
Final states are actually directly what is stored.
static plastic_synapse_t synapse_structure_get_final_synaptic_word(final_state_t final_state)
Get the final plastic synapse data from the final state.
static plastic_synapse_t synapse_structure_create_synapse(weight_t weight)
Create the initial plastic synapse data.
static update_state_t synapse_structure_get_update_state(plastic_synapse_t synaptic_word, index_t synapse_type)
Get the update state from the synapse structure.
static weight_t synapse_structure_get_final_weight(final_state_t final_state)
Get the final weight from the final state.
static final_state_t synapse_structure_get_final_state(update_state_t state)
Get the final state from the update state.
static weight_t synapse_structure_get_weight(plastic_synapse_t synaptic_word)
Get the current synaptic weight from the plastic synapse data.
weight_state_t weight_state
The weight staet.
int32_t accumulator
The accumulator (in ARM-friendly format)
Plastic synapse contains normal 16-bit weight and an accumulator.
static weight_t weight_get_final(weight_state_t new_state)
Gets the final weight.
static weight_state_t weight_get_initial(weight_t weight, index_t synapse_type)
Gets the initial weight state.
static void weight_decay(weight_state_t *state, int32_t decay)
Decay the weight inside the state by multiplication.
static accum weight_get_update(weight_state_t state)
Get the weight inside during update in STDP fixed point format.
The current state data for the rule.