From 62f718f4cb7310b2667b770dd06ea5b59dfcc70b Mon Sep 17 00:00:00 2001
From: Ryuhei Okuno <69704776+lil-lon@users.noreply.github.com>
Date: Sat, 19 Sep 2026 14:10:12 +0900
Subject: [PATCH 1/2] Fix low_level_tutorial to load MACE-MPA-0 as documented

---
 examples/tutorials/low_level_tutorial.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/examples/tutorials/low_level_tutorial.py b/examples/tutorials/low_level_tutorial.py
index c426a49cf..bbf037d05 100644
--- a/examples/tutorials/low_level_tutorial.py
+++ b/examples/tutorials/low_level_tutorial.py
@@ -67,7 +67,7 @@
 
 # load mace_mp using the mace package
 loaded_model = mace_mp(
-    model="medium",
+    model="medium-mpa-0",
     return_raw_model=True,
     default_dtype=str(dtype).removeprefix("torch."),
     device=str(device),

From 1b90bbfd239abb7ab13b8f068f38fcc3ba97dfd0 Mon Sep 17 00:00:00 2001
From: Ryuhei Okuno <69704776+lil-lon@users.noreply.github.com>
Date: Sat, 19 Sep 2026 16:12:03 +0900
Subject: [PATCH 2/2] Restore MACE-MPA-0 in example scripts switched to MP-0 by
 #524

---
 examples/benchmarking/scaling.py              | 2 +-
 examples/scripts/1_introduction.py            | 2 +-
 examples/scripts/2_structural_optimization.py | 2 +-
 examples/scripts/3_dynamics.py                | 2 +-
 examples/scripts/5_workflow.py                | 4 ++--
 examples/scripts/6_phonons.py                 | 2 +-
 6 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/examples/benchmarking/scaling.py b/examples/benchmarking/scaling.py
index 612a7475c..2bf868b84 100644
--- a/examples/benchmarking/scaling.py
+++ b/examples/benchmarking/scaling.py
@@ -57,7 +57,7 @@
 def load_mace_model(device: torch.device) -> MaceModel:
     """Load MACE model for benchmarking."""
     loaded_model = mace_mp(
-        model="medium",
+        model="medium-mpa-0",
         return_raw_model=True,
         default_dtype="float64",
         device=str(device),
diff --git a/examples/scripts/1_introduction.py b/examples/scripts/1_introduction.py
index 9835a9f83..3f6025de7 100644
--- a/examples/scripts/1_introduction.py
+++ b/examples/scripts/1_introduction.py
@@ -126,7 +126,7 @@
 
 # Load the raw model from the downloaded model
 loaded_model = mace_mp(
-    model="medium",
+    model="medium-mpa-0",
     return_raw_model=True,
     default_dtype=str(dtype).removeprefix("torch."),
     device=str(device),
diff --git a/examples/scripts/2_structural_optimization.py b/examples/scripts/2_structural_optimization.py
index 2d8eea3ac..adbbaf963 100644
--- a/examples/scripts/2_structural_optimization.py
+++ b/examples/scripts/2_structural_optimization.py
@@ -135,7 +135,7 @@
 
 # Load MACE model
 loaded_model = mace_mp(
-    model="medium",
+    model="medium-mpa-0",
     return_raw_model=True,
     default_dtype=str(dtype).removeprefix("torch."),
     device=str(device),
diff --git a/examples/scripts/3_dynamics.py b/examples/scripts/3_dynamics.py
index aa1250298..39357a2d8 100644
--- a/examples/scripts/3_dynamics.py
+++ b/examples/scripts/3_dynamics.py
@@ -147,7 +147,7 @@
 
 # Load MACE model
 loaded_model = mace_mp(
-    model="medium",
+    model="medium-mpa-0",
     return_raw_model=True,
     default_dtype=str(dtype).removeprefix("torch."),
     device=str(device),
diff --git a/examples/scripts/5_workflow.py b/examples/scripts/5_workflow.py
index 1b314e446..a0877b55f 100644
--- a/examples/scripts/5_workflow.py
+++ b/examples/scripts/5_workflow.py
@@ -49,7 +49,7 @@
 
 
 log.info("Loading MACE model...")
-mace = mace_mp(model="medium", return_raw_model=True)
+mace = mace_mp(model="medium-mpa-0", return_raw_model=True)
 mace_model = MaceModel(
     model=mace,
     device=device,
@@ -158,7 +158,7 @@
 dtype_elastic = torch.float64
 
 loaded_model = mace_mp(
-    model="medium",
+    model="medium-mpa-0",
     enable_cueq=False,
     device=str(device),
     default_dtype=str(dtype_elastic).removeprefix("torch."),
diff --git a/examples/scripts/6_phonons.py b/examples/scripts/6_phonons.py
index b38ac9c5f..5296163be 100644
--- a/examples/scripts/6_phonons.py
+++ b/examples/scripts/6_phonons.py
@@ -58,7 +58,7 @@ def require_not_none[T](value: T | None, message: str) -> T:
 
 # Load the MACE model
 loaded_model = mace_mp(
-    model="medium",
+    model="medium-mpa-0",
     return_raw_model=True,
     default_dtype=str(dtype).removeprefix("torch."),
     device=str(device),