diff --git a/pkgs/development/python-modules/torch/bin/binary-hashes.nix b/pkgs/development/python-modules/torch/bin/binary-hashes.nix
index f521fbe1903a..d12619192470 100644
--- a/pkgs/development/python-modules/torch/bin/binary-hashes.nix
+++ b/pkgs/development/python-modules/torch/bin/binary-hashes.nix
@@ -7,81 +7,81 @@
 
 version:
 builtins.getAttr version {
-  "2.11.0" = {
+  "2.12.0" = {
     x86_64-linux-310 = {
-      name = "torch-2.11.0+cu128-cp310-cp310-linux_x86_64.whl";
-      url = "https://download.pytorch.org/whl/cu128/torch-2.11.0%2Bcu128-cp310-cp310-manylinux_2_28_x86_64.whl";
-      hash = "sha256-ctU/MXamnMIHEMTsuV99xMa6EMTk7aRbg5buee5A91o=";
+      name = "torch-2.12.0+cu130-cp310-cp310-linux_x86_64.whl";
+      url = "https://download.pytorch.org/whl/cu130/torch-2.12.0%2Bcu130-cp310-cp310-manylinux_2_28_x86_64.whl";
+      hash = "sha256-hFoXKaUq7HZh0bbauuiBXrFNurXHxnpf4LrxlKr6Ef4=";
     };
     x86_64-linux-311 = {
-      name = "torch-2.11.0+cu128-cp311-cp311-linux_x86_64.whl";
-      url = "https://download.pytorch.org/whl/cu128/torch-2.11.0%2Bcu128-cp311-cp311-manylinux_2_28_x86_64.whl";
-      hash = "sha256-yafKTHT64QpY5hdbSyzqlT+TIrtlYrvzOa1qBfUhkK0=";
+      name = "torch-2.12.0+cu130-cp311-cp311-linux_x86_64.whl";
+      url = "https://download.pytorch.org/whl/cu130/torch-2.12.0%2Bcu130-cp311-cp311-manylinux_2_28_x86_64.whl";
+      hash = "sha256-UDjwnuFhM5pSFF0Ab2BfYM6qc1Yn4uNRuTQZy6YGlsM=";
     };
     x86_64-linux-312 = {
-      name = "torch-2.11.0+cu128-cp312-cp312-linux_x86_64.whl";
-      url = "https://download.pytorch.org/whl/cu128/torch-2.11.0%2Bcu128-cp312-cp312-manylinux_2_28_x86_64.whl";
-      hash = "sha256-0lLPl1+xjJSoUzYyOtQl9HPfVtqzWkSwA5m9cMejuZc=";
+      name = "torch-2.12.0+cu130-cp312-cp312-linux_x86_64.whl";
+      url = "https://download.pytorch.org/whl/cu130/torch-2.12.0%2Bcu130-cp312-cp312-manylinux_2_28_x86_64.whl";
+      hash = "sha256-n1EupRwXCnzBoEh8CPAVS3je+6TrhhnK0BMMhhXthSY=";
     };
     x86_64-linux-313 = {
-      name = "torch-2.11.0+cu128-cp313-cp313-linux_x86_64.whl";
-      url = "https://download.pytorch.org/whl/cu128/torch-2.11.0%2Bcu128-cp313-cp313-manylinux_2_28_x86_64.whl";
-      hash = "sha256-25ZLM8VQNacqs+IWIoevjxzCdgOcZdAVdAzIjCbc7fc=";
+      name = "torch-2.12.0+cu130-cp313-cp313-linux_x86_64.whl";
+      url = "https://download.pytorch.org/whl/cu130/torch-2.12.0%2Bcu130-cp313-cp313-manylinux_2_28_x86_64.whl";
+      hash = "sha256-/l/vt4SjcNG6SVneboe807NUQQQKmb/+MvXNA7vINMA=";
     };
     x86_64-linux-314 = {
-      name = "torch-2.11.0+cu128-cp314-cp314-linux_x86_64.whl";
-      url = "https://download.pytorch.org/whl/cu128/torch-2.11.0%2Bcu128-cp314-cp314-manylinux_2_28_x86_64.whl";
-      hash = "sha256-04moUGd/DSTa+uFXNkQDRCjY07nIC1HVW6Yv7X5sh3c=";
+      name = "torch-2.12.0+cu130-cp314-cp314-linux_x86_64.whl";
+      url = "https://download.pytorch.org/whl/cu130/torch-2.12.0%2Bcu130-cp314-cp314-manylinux_2_28_x86_64.whl";
+      hash = "sha256-P/c2b2kZIy8JnvcCw+vTUJyRqzfDZ+QIyzeZxr7SFKQ=";
     };
     aarch64-darwin-310 = {
-      name = "torch-2.11.0-cp310-none-macosx_11_0_arm64.whl";
-      url = "https://download.pytorch.org/whl/cpu/torch-2.11.0-cp310-cp310-macosx_11_0_arm64.whl";
-      hash = "sha256-kSCcfYokYLduj/Wyi3Yj2kqx0nR0t54d6D6VSHGYWv4=";
+      name = "torch-2.12.0-cp310-none-macosx_14_0_arm64.whl";
+      url = "https://download.pytorch.org/whl/cpu/torch-2.12.0-cp310-cp310-macosx_14_0_arm64.whl";
+      hash = "sha256-GDS9mE+KL08WvfvuzKkUYYSyIKpGJ2v1dWc1tdrhKBI=";
     };
     aarch64-darwin-311 = {
-      name = "torch-2.11.0-cp311-none-macosx_11_0_arm64.whl";
-      url = "https://download.pytorch.org/whl/cpu/torch-2.11.0-cp311-cp311-macosx_11_0_arm64.whl";
-      hash = "sha256-116tzZf+DcfNDu3E1yFSSEwZyyz+Rs5VdmyOEpEWQl8=";
+      name = "torch-2.12.0-cp311-none-macosx_14_0_arm64.whl";
+      url = "https://download.pytorch.org/whl/cpu/torch-2.12.0-cp311-cp311-macosx_14_0_arm64.whl";
+      hash = "sha256-EIAv04O7/tZGIS52WnLDfSGFIF1PJusZeiVOisfdyyU=";
     };
     aarch64-darwin-312 = {
-      name = "torch-2.11.0-cp312-none-macosx_11_0_arm64.whl";
-      url = "https://download.pytorch.org/whl/cpu/torch-2.11.0-cp312-cp312-macosx_11_0_arm64.whl";
-      hash = "sha256-Q7NRFoAshfuI2Z9KOWuL1Ecr/KHdguaUmeWk+bi04lI=";
+      name = "torch-2.12.0-cp312-none-macosx_14_0_arm64.whl";
+      url = "https://download.pytorch.org/whl/cpu/torch-2.12.0-cp312-cp312-macosx_14_0_arm64.whl";
+      hash = "sha256-tBM535PUkUNeeQ/4vLrhwM53cXWIm/0SgdEZhieT5qI=";
     };
     aarch64-darwin-313 = {
-      name = "torch-2.11.0-cp313-none-macosx_11_0_arm64.whl";
-      url = "https://download.pytorch.org/whl/cpu/torch-2.11.0-cp313-cp313-macosx_11_0_arm64.whl";
-      hash = "sha256-RC7J3HhZJWT9rWnPC+qp2i+Cq4EMy08TkDhpqQvz8V0=";
+      name = "torch-2.12.0-cp313-none-macosx_14_0_arm64.whl";
+      url = "https://download.pytorch.org/whl/cpu/torch-2.12.0-cp313-cp313-macosx_14_0_arm64.whl";
+      hash = "sha256-kN1Yel9hv+EwcUi1geIIT8W8SgbiuQog6aNrgQh/8Ws=";
     };
     aarch64-darwin-314 = {
-      name = "torch-2.11.0-cp314-cp314-macosx_14_0_arm64.whl";
-      url = "https://download.pytorch.org/whl/cpu/torch-2.11.0-cp314-cp314-macosx_11_0_arm64.whl";
-      hash = "sha256-ByoNbkhl6LDcDb/m6+1o+uI1EkIig17wPlgU1BTYwBI=";
+      name = "torch-2.12.0-cp314-cp314-macosx_14_0_arm64.whl";
+      url = "https://download.pytorch.org/whl/cpu/torch-2.12.0-cp314-cp314-macosx_14_0_arm64.whl";
+      hash = "sha256-99+uSlGRl9+gUOmNjjY3ig+1iZYlqHXCtURFAFouQE4=";
     };
     aarch64-linux-310 = {
-      name = "torch-2.11.0+cpu-cp310-cp310-manylinux_2_28_aarch64.whl";
-      url = "https://download.pytorch.org/whl/cpu/torch-2.11.0%2Bcpu-cp310-cp310-manylinux_2_28_aarch64.whl";
-      hash = "sha256-x9uuOlzQpKPqt2B0K5vjvXkoIllIjPgxdhl87zHOFhA=";
+      name = "torch-2.12.0+cpu-cp310-cp310-manylinux_2_28_aarch64.whl";
+      url = "https://download.pytorch.org/whl/cpu/torch-2.12.0%2Bcpu-cp310-cp310-manylinux_2_28_aarch64.whl";
+      hash = "sha256-x0pEmtf5e4eXNLWk8QkqkbF4DizVJew2nCn9mHfvc8A=";
     };
     aarch64-linux-311 = {
-      name = "torch-2.11.0+cpu-cp311-cp311-manylinux_2_28_aarch64.whl";
-      url = "https://download.pytorch.org/whl/cpu/torch-2.11.0%2Bcpu-cp311-cp311-manylinux_2_28_aarch64.whl";
-      hash = "sha256-RvuwqiV7t4Hvv61kj1sEXA4jJXO2YfFGFZPbYTQukJY=";
+      name = "torch-2.12.0+cpu-cp311-cp311-manylinux_2_28_aarch64.whl";
+      url = "https://download.pytorch.org/whl/cpu/torch-2.12.0%2Bcpu-cp311-cp311-manylinux_2_28_aarch64.whl";
+      hash = "sha256-Ts2OzbnqGv+l810QUBgJ1i3HE/feljXoCY52DdvrhSw=";
     };
     aarch64-linux-312 = {
-      name = "torch-2.11.0+cpu-cp312-cp312-manylinux_2_28_aarch64.whl";
-      url = "https://download.pytorch.org/whl/cpu/torch-2.11.0%2Bcpu-cp312-cp312-manylinux_2_28_aarch64.whl";
-      hash = "sha256-cOyyZZr2Nzt8UzbmkuZlYFsCAeoh/1Gq6kfh116mtao=";
+      name = "torch-2.12.0+cpu-cp312-cp312-manylinux_2_28_aarch64.whl";
+      url = "https://download.pytorch.org/whl/cpu/torch-2.12.0%2Bcpu-cp312-cp312-manylinux_2_28_aarch64.whl";
+      hash = "sha256-zi3biAsIE/zJGnN/CP3Zc6gRWnTGTMs06cCaeWS01Eg=";
     };
     aarch64-linux-313 = {
-      name = "torch-2.11.0+cpu-cp313-cp313-manylinux_2_28_aarch64.whl";
-      url = "https://download.pytorch.org/whl/cpu/torch-2.11.0%2Bcpu-cp313-cp313-manylinux_2_28_aarch64.whl";
-      hash = "sha256-SLPiGjEURazdCyfxODDiHZOt73DUch4FHp8Fm665uPk=";
+      name = "torch-2.12.0+cpu-cp313-cp313-manylinux_2_28_aarch64.whl";
+      url = "https://download.pytorch.org/whl/cpu/torch-2.12.0%2Bcpu-cp313-cp313-manylinux_2_28_aarch64.whl";
+      hash = "sha256-aLfd1NtGA6A+EG50xwmMjYyJQ9M8HlraAJykzYhXWcM=";
     };
     aarch64-linux-314 = {
-      name = "torch-2.11.0+cpu-cp314-cp314-manylinux_2_28_aarch64.whl";
-      url = "https://download.pytorch.org/whl/cpu/torch-2.11.0%2Bcpu-cp314-cp314-manylinux_2_28_aarch64.whl";
-      hash = "sha256-cWdvapqEu9OF4BAZi1H6HCMk+488USoy0sga9l9o9Mk=";
+      name = "torch-2.12.0+cpu-cp314-cp314-manylinux_2_28_aarch64.whl";
+      url = "https://download.pytorch.org/whl/cpu/torch-2.12.0%2Bcpu-cp314-cp314-manylinux_2_28_aarch64.whl";
+      hash = "sha256-eXwGY2d5LJLrl8r7p/0Mqo10VeYHik7ogGMAdzeNw3I=";
     };
   };
 }
diff --git a/pkgs/development/python-modules/torch/bin/default.nix b/pkgs/development/python-modules/torch/bin/default.nix
index 14f9c523d3ef..f17261ccb712 100644
--- a/pkgs/development/python-modules/torch/bin/default.nix
+++ b/pkgs/development/python-modules/torch/bin/default.nix
@@ -38,10 +38,11 @@ let
   pyVerNoDot = builtins.replaceStrings [ "." ] [ "" ] python.pythonVersion;
   srcs = import ./binary-hashes.nix version;
   unsupported = throw "Unsupported system";
-  version = "2.11.0";
+  version = "2.12.0";
 in
 buildPythonPackage {
   inherit version;
+  __structuredAttrs = true;
 
   pname = "torch";
   # Don't forget to update torch to the same version.
@@ -92,10 +93,11 @@ buildPythonPackage {
 
   pythonRemoveDeps = [
     "cuda-toolkit"
-    "nvidia-cudnn-cu12"
-    "nvidia-cusparselt-cu12"
-    "nvidia-nccl-cu12"
-    "nvidia-nvshmem-cu12"
+    "nvidia-cublas"
+    "nvidia-cudnn-cu13"
+    "nvidia-cusparselt-cu13"
+    "nvidia-nccl-cu13"
+    "nvidia-nvshmem-cu13"
   ];
   dependencies = [
     filelock
@@ -178,5 +180,16 @@ buildPythonPackage {
       GaetanLepage
       junjihashimoto
     ];
+    # cuda-bindings<14,>=13.0.3 not satisfied by version 12.9.7
+    problems = lib.optionalAttrs (lib.versionOlder cuda-bindings.version "13.0.3") {
+      unsupported-cuda-version = {
+        message = ''
+          cudaPackages is too old (${cudaPackages.cudaMajorMinorVersion}).
+          PyTorch expects cuda-bindings>=13.0.3, current is ${cuda-bindings.version}.
+          Please override cudaPackages with a more recent version.
+        '';
+        kind = "broken";
+      };
+    };
   };
 }
diff --git a/pkgs/development/python-modules/torch/bin/prefetch.sh b/pkgs/development/python-modules/torch/bin/prefetch.sh
index bf649d504e5a..8d9ae2e1367f 100755
--- a/pkgs/development/python-modules/torch/bin/prefetch.sh
+++ b/pkgs/development/python-modules/torch/bin/prefetch.sh
@@ -5,7 +5,7 @@ set -eou pipefail
 
 version=$1
 
-linux_cuda_version="cu128"
+linux_cuda_version="cu130"
 linux_cuda_bucket="https://download.pytorch.org/whl/${linux_cuda_version}"
 linux_cpu_bucket="https://download.pytorch.org/whl/cpu"
 darwin_bucket="https://download.pytorch.org/whl/cpu"
@@ -16,11 +16,11 @@ url_and_key_list=(
   "x86_64-linux-312 $linux_cuda_bucket/torch-${version}%2B${linux_cuda_version}-cp312-cp312-manylinux_2_28_x86_64.whl torch-${version}+${linux_cuda_version}-cp312-cp312-linux_x86_64.whl"
   "x86_64-linux-313 $linux_cuda_bucket/torch-${version}%2B${linux_cuda_version}-cp313-cp313-manylinux_2_28_x86_64.whl torch-${version}+${linux_cuda_version}-cp313-cp313-linux_x86_64.whl"
   "x86_64-linux-314 $linux_cuda_bucket/torch-${version}%2B${linux_cuda_version}-cp314-cp314-manylinux_2_28_x86_64.whl torch-${version}+${linux_cuda_version}-cp314-cp314-linux_x86_64.whl"
-  "aarch64-darwin-310 $darwin_bucket/torch-${version}-cp310-cp310-macosx_11_0_arm64.whl torch-${version}-cp310-none-macosx_11_0_arm64.whl"
-  "aarch64-darwin-311 $darwin_bucket/torch-${version}-cp311-cp311-macosx_11_0_arm64.whl torch-${version}-cp311-none-macosx_11_0_arm64.whl"
-  "aarch64-darwin-312 $darwin_bucket/torch-${version}-cp312-cp312-macosx_11_0_arm64.whl torch-${version}-cp312-none-macosx_11_0_arm64.whl"
-  "aarch64-darwin-313 $darwin_bucket/torch-${version}-cp313-cp313-macosx_11_0_arm64.whl torch-${version}-cp313-none-macosx_11_0_arm64.whl"
-  "aarch64-darwin-314 $darwin_bucket/torch-${version}-cp314-cp314-macosx_11_0_arm64.whl torch-${version}-cp314-cp314-macosx_14_0_arm64.whl"
+  "aarch64-darwin-310 $darwin_bucket/torch-${version}-cp310-cp310-macosx_14_0_arm64.whl torch-${version}-cp310-none-macosx_14_0_arm64.whl"
+  "aarch64-darwin-311 $darwin_bucket/torch-${version}-cp311-cp311-macosx_14_0_arm64.whl torch-${version}-cp311-none-macosx_14_0_arm64.whl"
+  "aarch64-darwin-312 $darwin_bucket/torch-${version}-cp312-cp312-macosx_14_0_arm64.whl torch-${version}-cp312-none-macosx_14_0_arm64.whl"
+  "aarch64-darwin-313 $darwin_bucket/torch-${version}-cp313-cp313-macosx_14_0_arm64.whl torch-${version}-cp313-none-macosx_14_0_arm64.whl"
+  "aarch64-darwin-314 $darwin_bucket/torch-${version}-cp314-cp314-macosx_14_0_arm64.whl torch-${version}-cp314-cp314-macosx_14_0_arm64.whl"
   "aarch64-linux-310 $linux_cpu_bucket/torch-${version}%2Bcpu-cp310-cp310-manylinux_2_28_aarch64.whl torch-${version}+cpu-cp310-cp310-manylinux_2_28_aarch64.whl"
   "aarch64-linux-311 $linux_cpu_bucket/torch-${version}%2Bcpu-cp311-cp311-manylinux_2_28_aarch64.whl torch-${version}+cpu-cp311-cp311-manylinux_2_28_aarch64.whl"
   "aarch64-linux-312 $linux_cpu_bucket/torch-${version}%2Bcpu-cp312-cp312-manylinux_2_28_aarch64.whl torch-${version}+cpu-cp312-cp312-manylinux_2_28_aarch64.whl"