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Diffstat (limited to 'generic/SoftShrink.c')
-rw-r--r--generic/SoftShrink.c50
1 files changed, 50 insertions, 0 deletions
diff --git a/generic/SoftShrink.c b/generic/SoftShrink.c
new file mode 100644
index 0000000..0bc4075
--- /dev/null
+++ b/generic/SoftShrink.c
@@ -0,0 +1,50 @@
+#ifndef TH_GENERIC_FILE
+#define TH_GENERIC_FILE "generic/SoftShrink.c"
+#else
+
+static int nn_(SoftShrink_updateOutput)(lua_State *L)
+{
+ THTensor *input = luaT_checkudata(L, 2, torch_(Tensor_id));
+ real lambda = luaT_getfieldchecknumber(L, 1, "lambda");
+ THTensor *output = luaT_getfieldcheckudata(L, 1, "output", torch_(Tensor_id));
+
+ THTensor_(resizeAs)(output, input);
+
+ TH_TENSOR_APPLY2(real, output, real, input, \
+ if ((*input_data) > lambda) *output_data = *input_data - lambda; \
+ else if ((*input_data) < -lambda) *output_data = *input_data + lambda; \
+ else *output_data = 0;);
+ return 1;
+}
+
+static int nn_(SoftShrink_updateGradInput)(lua_State *L)
+{
+ THTensor *input = luaT_checkudata(L, 2, torch_(Tensor_id));
+ real lambda = luaT_getfieldchecknumber(L, 1, "lambda");
+ THTensor *gradOutput = luaT_checkudata(L, 3, torch_(Tensor_id));
+ THTensor *gradInput = luaT_getfieldcheckudata(L, 1, "gradInput", torch_(Tensor_id));
+
+ THTensor_(resizeAs)(gradInput, input);
+ TH_TENSOR_APPLY3(real, gradInput, real, gradOutput, real, input, \
+ if ((*input_data) > lambda || (*input_data) < -lambda) \
+ *gradInput_data = (*gradOutput_data); \
+ else \
+ *gradInput_data = 0; \
+ );
+ return 1;
+}
+
+static const struct luaL_Reg nn_(SoftShrink__) [] = {
+ {"SoftShrink_updateOutput", nn_(SoftShrink_updateOutput)},
+ {"SoftShrink_updateGradInput", nn_(SoftShrink_updateGradInput)},
+ {NULL, NULL}
+};
+
+static void nn_(SoftShrink_init)(lua_State *L)
+{
+ luaT_pushmetaclass(L, torch_(Tensor_id));
+ luaT_registeratname(L, nn_(SoftShrink__), "nn");
+ lua_pop(L,1);
+}
+
+#endif