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-rw-r--r--nerv/layer/sigmoid.lua31
1 files changed, 31 insertions, 0 deletions
diff --git a/nerv/layer/sigmoid.lua b/nerv/layer/sigmoid.lua
new file mode 100644
index 0000000..dfd09eb
--- /dev/null
+++ b/nerv/layer/sigmoid.lua
@@ -0,0 +1,31 @@
+local SigmoidLayer = nerv.class("nerv.SigmoidLayer", "nerv.Layer")
+
+function SigmoidLayer:__init(id, global_conf, layer_conf)
+ self.id = id
+ self.gconf = global_conf
+ self.dim_in = layer_conf.dim_in
+ self.dim_out = layer_conf.dim_out
+ self:check_dim_len(1, 1)
+end
+
+function SigmoidLayer:init()
+ if self.dim_in[1] ~= self.dim_out[1] then
+ nerv.error("mismatching dimensions of input and output")
+ end
+end
+
+function SigmoidLayer:update(bp_err, input, output)
+ -- no params, therefore do nothing
+end
+
+function SigmoidLayer:propagate(input, output)
+ output[1]:sigmoid(input[1])
+end
+
+function SigmoidLayer:back_propagate(bp_err, next_bp_err, input, output)
+ next_bp_err[1]:sigmoid_grad(bp_err[1], output[1])
+end
+
+function SigmoidLayer:get_params()
+ return nerv.ParamRepo({})
+end