config.yaml

hydra:
  job:
    name: "stork_${method.name}"
    chdir: True
  run:
    dir: Runs/${hydra.job.name}/dataset=${dataset.name}/Example
  sweep:
    dir: Runs/${hydra.job.name}/dataset=${dataset.name}/${now:%Y-%m-%d}
    subdir: seed=${seed}+lr=${method.lr}

defaults:
  - dataset: SHD
  - method: stochasticsuperspike
  - regularizer: default
  - wandb: default
  - plotting: default

using_wandb: True
loss_type: mot_ce
plot: plot
sigm: False
optimizer: smorms3
device: cpu
diff_reset: False
monitor_spikes: True
monitor_fano: 10
binned: False
monitor_chunks: True
epoch_chunk: 200

seed: 1

nb_epochs: 200
logging_freq: 10

tau_mem: 20e-3
tau_syn: 10e-3

tau_readout: ${dataset.duration}

eps_0:  267e-3
p0: 0.6666666666666667
theta: 1
k0: -1
delta_uo: 13e-3
delta_uh: 133e-3
beta: 10

batch_size: 400

batch_id: 0
o_neuron_id: 2
h_neuron_id: 10
i_neuron_id: 0

anneal: False
anneal_start: 0
anneal_step: 1
anneal_interval: 5