From 49e272c4493e38fcccef77d3730659891a37f96e Mon Sep 17 00:00:00 2001
From: gehbiszumeis <16896724+gehbiszumeis@users.noreply.github.com>
Date: Fri, 29 Oct 2021 13:33:01 +0200
Subject: [PATCH] new: added possibility to build MixedNoise likelihood from
 input_dict

---
 GPy/likelihoods/mixed_noise.py | 22 ++++++++++++++++------
 1 file changed, 16 insertions(+), 6 deletions(-)

diff --git a/GPy/likelihoods/mixed_noise.py b/GPy/likelihoods/mixed_noise.py
index 67102b20..50289e44 100644
--- a/GPy/likelihoods/mixed_noise.py
+++ b/GPy/likelihoods/mixed_noise.py
@@ -91,11 +91,21 @@ class MixedNoise(Likelihood):
         """
 
         # input_dict = super(MixedNoise, self)._save_to_input_dict()
-        input_dict = {}
-        input_dict["name"] = self.name
-        input_dict["class"] = "GPy.likelihoods.MixedNoise"
-        input_dict["likelihood_list"] = {}
+        input_dict = {"name": self.name,
+                      "class": "GPy.likelihoods.MixedNoise",
+                      "likelihoods_list": []}
         for ii in range(len(self.likelihoods_list)):
-            input_dict["likelihood_list"][ii] = self.likelihoods_list[ii].to_dict()
+            input_dict["likelihoods_list"].append(self.likelihoods_list[ii].to_dict())
 
-        return input_dict
\ No newline at end of file
+        return input_dict
+
+    @staticmethod
+    def _build_from_input_dict(likelihood_class, input_dict):
+        import copy
+        input_dict = copy.deepcopy(input_dict)
+        # gp_link_dict = input_dict.pop('gp_link_dict')
+        # import GPy
+        # gp_link = GPy.likelihoods.link_functions.GPTransformation.from_dict(gp_link_dict)
+        # input_dict["gp_link"] = gp_link
+        input_dict['likelihoods_list'] = [Likelihood.from_dict(l) for l in input_dict['likelihoods_list']]
+        return likelihood_class(**input_dict)