From 690995d115c5ff398af22be68d08095ad8980839 Mon Sep 17 00:00:00 2001
From: Marco Gorelli <33491632+MarcoGorelli@users.noreply.github.com>
Date: Fri, 11 Jul 2025 08:32:50 +0100
Subject: [PATCH] use `backend=` instead of deprecated `native_namespace=` in
 `nw.from_dict`

---
 hierarchicalforecast/evaluation.py | 2 +-
 nbs/src/evaluation.ipynb           | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/hierarchicalforecast/evaluation.py b/hierarchicalforecast/evaluation.py
index f5c0d916..b009942e 100644
--- a/hierarchicalforecast/evaluation.py
+++ b/hierarchicalforecast/evaluation.py
@@ -486,7 +486,7 @@ def evaluate(
                 },
                 **dict(zip(model_names, evaluation_np.T)),
             },
-            native_namespace=native_namespace,
+            backend=native_namespace,
         )
 
         evaluation = evaluation_nw.to_native()
diff --git a/nbs/src/evaluation.ipynb b/nbs/src/evaluation.ipynb
index 3ed11726..6d42bd5f 100644
--- a/nbs/src/evaluation.ipynb
+++ b/nbs/src/evaluation.ipynb
@@ -536,7 +536,7 @@
     "                **{\"level\": evaluation_index_np[:, 0], \"metric\": evaluation_index_np[:, 1]},\n",
     "                **dict(zip(model_names, evaluation_np.T))\n",
     "            }, \n",
-    "            native_namespace=native_namespace)\n",
+    "            backend=native_namespace)\n",
     "\n",
     "        evaluation = evaluation_nw.to_native()\n",
     "\n",