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19 changes: 19 additions & 0 deletions src/models/clustering_module/hp_ddc.py
Original file line number Diff line number Diff line change
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import torch.nn as nn
from models.clustering_module.kernel_width import get_kernel_width_module

class HPDDC(nn.Module):
def __init__(self, cfg, input_size):
super().__init__()

hidden_layers = [nn.Linear(input_size[0], cfg.n_hidden), nn.ReLU()]
if cfg.use_bn:
hidden_layers.append(nn.BatchNorm1d(num_features=cfg.n_hidden))
self.hidden = nn.Sequential(*hidden_layers)
self.output = nn.Sequential(nn.Linear(cfg.n_hidden, cfg.n_clusters), nn.Softmax(dim=1))

self.kernel_width = get_kernel_width_module(cfg.kernel_width_config, input_size=[cfg.n_hidden])

def forward(self, x):
hidden = self.hidden(x)
output = self.output(hidden)
return hidden, output