spaic.Monitor package

Submodules

spaic.Monitor.Monitor module

Created on 2020/8/12 @project: SPAIC @filename: Monitor @author: Hong Chaofei @contact: hongchf@gmail.com

@description: 定义神经集群放电以及神经元状态量、连接状态量的仿真记录模块

class spaic.Monitor.Monitor.Monitor(target, var_name, index='full', dt=None, get_grad=False, nbatch=True)

Bases: BaseModule

check_var_name(var_name)

Check if variable is in the target model, and add the target id label to the variable name.

Parameters:

• var_name (original variable name) –

• Returns (modified variable name) –

• ------- –

get_str(level)

monitor_on()

monitor_off()

clear()

build(backend: Backend)

init_record()

update_step()

push_data(data, time)

push data to monitor by backend

class spaic.Monitor.Monitor.SpikeMonitor(target, var_name='O', index='full', dt=None, get_grad=False, nbatch=False)

Bases: Monitor

build(backend: Backend)

clear()

init_record()

push_spike_train(spk_times, spk_index, batch_index=0)

update_step(variables)

Recoding the variable values of the current step.

property spk_times

property spk_index

property spk_grad

property time_spk_rate

property time_pop_rate

property spk_count

property time

class spaic.Monitor.Monitor.StateMonitor(target, var_name, index='full', dt=None, get_grad=False, nbatch=False)

Bases: Monitor

build(backend: Backend)

clear()

init_record()

Inite record of new trial Returns:

update_step(variables)

Recoding the variable values of the current step.

property nbatch_values

property nbatch_times

property values

property tensor_values

property grads

property times

plot_weight(**kwargs)

Module contents

Created on 2020/8/12 @project: SPAIC @filename: __init__.py @author: Hong Chaofei @contact: hongchf@gmail.com

@description: