diff --git a/pyproject.toml b/pyproject.toml
index fd797745b..6d33b0891 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -55,7 +55,7 @@ build-backend = "setuptools.build_meta"
 
 [project.optional-dependencies]
 soap-bpnn = [
-    "rascaline-torch @ git+https://github.com/luthaf/rascaline@ae05064#subdirectory=python/rascaline-torch",
+    "rascaline-torch @ git+https://github.com/luthaf/rascaline@211511f#subdirectory=python/rascaline-torch",
 ]
 alchemical-model = [
   "torch_alchemical @ git+https://github.com/abmazitov/torch_alchemical.git@357a01f",
diff --git a/src/metatensor/models/experimental/soap_bpnn/train.py b/src/metatensor/models/experimental/soap_bpnn/train.py
index b7f47df83..a3bbefffb 100644
--- a/src/metatensor/models/experimental/soap_bpnn/train.py
+++ b/src/metatensor/models/experimental/soap_bpnn/train.py
@@ -3,7 +3,6 @@
 from pathlib import Path
 from typing import Dict, List, Optional, Tuple, Union
 
-import rascaline
 import torch
 from metatensor.learn.data import DataLoader
 from metatensor.learn.data.dataset import _BaseDataset
@@ -30,9 +29,6 @@
 logger = logging.getLogger(__name__)
 
 
-# disable rascaline logger
-rascaline.set_logging_callback(lambda x, y: None)
-
 # Filter out the second derivative and device warnings from rascaline-torch
 warnings.filterwarnings("ignore", category=UserWarning, message="second derivative")
 warnings.filterwarnings(
diff --git a/src/metatensor/models/utils/io.py b/src/metatensor/models/utils/io.py
index 830709230..a478f77bd 100644
--- a/src/metatensor/models/utils/io.py
+++ b/src/metatensor/models/utils/io.py
@@ -4,6 +4,7 @@
 from pathlib import Path
 from typing import Any, Union
 
+import metatensor.torch
 import torch
 from metatensor.torch.atomistic import (
     MetatensorAtomisticModel,
@@ -11,8 +12,6 @@
     ModelMetadata,
 )
 
-import metatensor
-
 
 # This import is necessary to avoid errors when loading an
 # exported alchemical model, which depends on sphericart-torch.