sPyNNaker neural_modelling 7.3.1
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synapse_structure_weight_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//---------------------------------------
26typedef struct plastic_synapse_t {
28 weight_t weight;
30 int16_t accumulator;
32
41
44
45#include "synapse_structure.h"
46
56 plastic_synapse_t synaptic_word, index_t synapse_type) {
57 update_state_t update_state;
58 update_state.weight_state =
59 weight_get_initial(synaptic_word.weight, synapse_type);
60 update_state.accumulator = (int32_t) synaptic_word.accumulator;
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 = (int16_t) state.accumulator
77 };
78}
79
80//---------------------------------------
85 final_state_t final_state) {
86 return final_state.weight;
87}
88
89//---------------------------------------
94 final_state_t final_state) {
95 return final_state;
96}
97
98//---------------------------------------
103 weight_t weight) {
104 return (plastic_synapse_t) {
105 .weight = weight,
106 .accumulator = 0
107 };
108}
109
110//---------------------------------------
114static inline weight_t synapse_structure_get_weight(
115 plastic_synapse_t synaptic_word) {
116 return synaptic_word.weight;
117}
118
119static inline void synapse_structure_decay_weight(
120 update_state_t *state, uint32_t decay) {
121 weight_decay(&(state->weight_state), decay);
122}
123
124static inline accum synapse_structure_get_update_weight(update_state_t state) {
125 return weight_get_update(state.weight_state);
126}
127
128#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.