diff --git a/docker/diffusers-doc-builder/Dockerfile b/docker/diffusers-doc-builder/Dockerfile
index 0826901e907e..e75e11783767 100644
--- a/docker/diffusers-doc-builder/Dockerfile
+++ b/docker/diffusers-doc-builder/Dockerfile
@@ -22,9 +22,9 @@ ENV UV_PYTHON=/usr/local/bin/python
 # pre-install the heavy dependencies (these can later be overridden by the deps from setup.py)
 RUN pip install uv
 RUN uv pip install --no-cache-dir \
-    torch \
-    torchvision \
-    torchaudio \
+    torch==2.10.0 \
+    torchvision==0.25.0 \
+    torchaudio==2.10.0 \
     --extra-index-url https://download.pytorch.org/whl/cpu
 
 RUN uv pip install --no-cache-dir "git+https://github.com/huggingface/diffusers.git@main#egg=diffusers[test]"
diff --git a/docker/diffusers-onnxruntime-cpu/Dockerfile b/docker/diffusers-onnxruntime-cpu/Dockerfile
index 7bcc6fb9f5ce..25bbb347cf0b 100644
--- a/docker/diffusers-onnxruntime-cpu/Dockerfile
+++ b/docker/diffusers-onnxruntime-cpu/Dockerfile
@@ -28,9 +28,9 @@ ENV PATH="/opt/venv/bin:$PATH"
 # pre-install the heavy dependencies (these can later be overridden by the deps from setup.py)
 RUN python3 -m pip install --no-cache-dir --upgrade pip uv==0.1.11 && \
     python3 -m uv pip install --no-cache-dir \
-        torch \
-        torchvision \
-        torchaudio\
+        torch==2.10.0 \
+        torchvision==0.25.0 \
+        torchaudio==2.10.0 \
         onnxruntime \
         --extra-index-url https://download.pytorch.org/whl/cpu && \
     python3 -m uv pip install --no-cache-dir \
diff --git a/docker/diffusers-pytorch-cpu/Dockerfile b/docker/diffusers-pytorch-cpu/Dockerfile
index 2db4ece8e2d7..0d2ca75940ec 100644
--- a/docker/diffusers-pytorch-cpu/Dockerfile
+++ b/docker/diffusers-pytorch-cpu/Dockerfile
@@ -20,9 +20,9 @@ ENV UV_PYTHON=/usr/local/bin/python
 # pre-install the heavy dependencies (these can later be overridden by the deps from setup.py)
 RUN pip install uv
 RUN uv pip install --no-cache-dir \
-    torch \
-    torchvision \
-    torchaudio \
+    torch==2.10.0 \
+    torchvision==0.25.0 \
+    torchaudio==2.10.0 \
     --extra-index-url https://download.pytorch.org/whl/cpu
 
 RUN uv pip install --no-cache-dir "git+https://github.com/huggingface/diffusers.git@main#egg=diffusers[test]"
diff --git a/docker/diffusers-pytorch-cuda/Dockerfile b/docker/diffusers-pytorch-cuda/Dockerfile
index b11d8a491168..b6eedaad50ba 100644
--- a/docker/diffusers-pytorch-cuda/Dockerfile
+++ b/docker/diffusers-pytorch-cuda/Dockerfile
@@ -32,11 +32,12 @@ RUN uv venv --python ${PYTHON_VERSION} --seed ${VIRTUAL_ENV}
 ENV PATH="$VIRTUAL_ENV/bin:$PATH"
 
 # pre-install the heavy dependencies (these can later be overridden by the deps from setup.py)
-# Install torch, torchvision, and torchaudio together to ensure compatibility
+# Pin torch, torchvision, and torchaudio to a matching set so the torchvision C++
+# extension's ABI lines up with torch (otherwise torchvision::nms fails to register).
 RUN uv pip install --no-cache-dir \
-    torch \
-    torchvision \
-    torchaudio \
+    torch==2.10.0 \
+    torchvision==0.25.0 \
+    torchaudio==2.10.0 \
     --index-url https://download.pytorch.org/whl/cu129
 
 # Install compatible versions of numba/llvmlite for Python 3.10+
diff --git a/docker/diffusers-pytorch-xformers-cuda/Dockerfile b/docker/diffusers-pytorch-xformers-cuda/Dockerfile
index 33cae319b93c..9f8d93fb8d32 100644
--- a/docker/diffusers-pytorch-xformers-cuda/Dockerfile
+++ b/docker/diffusers-pytorch-xformers-cuda/Dockerfile
@@ -32,11 +32,12 @@ RUN uv venv --python ${PYTHON_VERSION} --seed ${VIRTUAL_ENV}
 ENV PATH="$VIRTUAL_ENV/bin:$PATH"
 
 # pre-install the heavy dependencies (these can later be overridden by the deps from setup.py)
-# Install torch, torchvision, and torchaudio together to ensure compatibility
+# Pin torch, torchvision, and torchaudio to a matching set so the torchvision C++
+# extension's ABI lines up with torch (otherwise torchvision::nms fails to register).
 RUN uv pip install --no-cache-dir \
-    torch \
-    torchvision \
-    torchaudio \
+    torch==2.10.0 \
+    torchvision==0.25.0 \
+    torchaudio==2.10.0 \
     --index-url https://download.pytorch.org/whl/cu129
 
 # Install compatible versions of numba/llvmlite for Python 3.10+