diff --git a/requirements/build.txt b/requirements/build.txt
index 5f826a1afa14..9e6967476692 100644
--- a/requirements/build.txt
+++ b/requirements/build.txt
@@ -4,7 +4,7 @@ ninja
 packaging>=24.2
 setuptools>=77.0.3,<80.0.0
 setuptools-scm>=8
-torch==2.8.0
+torch==2.12.0
 wheel
 jinja2>=3.1.6
 regex
diff --git a/requirements/cpu-build.txt b/requirements/cpu-build.txt
index bba7bc7a4d8c..30f42d4ddbc0 100644
--- a/requirements/cpu-build.txt
+++ b/requirements/cpu-build.txt
@@ -5,7 +5,7 @@ setuptools>=77.0.3,<80.0.0
 setuptools-scm>=8
 --extra-index-url https://download.pytorch.org/whl/cpu
 torch==2.8.0+cpu; platform_machine == "x86_64"
-torch==2.8.0; platform_machine == "ppc64le" or platform_machine == "aarch64" or platform_system == "Darwin"
+torch==2.12.0; platform_machine == "ppc64le" or platform_machine == "aarch64" or platform_system == "Darwin"
 scons; platform_machine == "aarch64"    # needed to build Arm Compute Library (ACL)
 wheel
 jinja2>=3.1.6
diff --git a/requirements/cpu.txt b/requirements/cpu.txt
index d53ab3649308..5391d15efd4d 100644
--- a/requirements/cpu.txt
+++ b/requirements/cpu.txt
@@ -8,7 +8,7 @@ packaging>=24.2
 setuptools>=77.0.3,<80.0.0
 --extra-index-url https://download.pytorch.org/whl/cpu
 torch==2.8.0+cpu; platform_machine == "x86_64"
-torch==2.8.0; platform_system == "Darwin"
+torch==2.12.0; platform_system == "Darwin"
 torch==2.8.0; platform_machine == "ppc64le" or platform_machine == "aarch64"
 
 # required for the image processor of minicpm-o-2_6, this must be updated alongside torch
diff --git a/requirements/cuda.txt b/requirements/cuda.txt
index 411c8de5378b..a52de6360854 100644
--- a/requirements/cuda.txt
+++ b/requirements/cuda.txt
@@ -5,7 +5,7 @@ numba == 0.61.2 # Required for N-gram speculative decoding
 
 # Dependencies for NVIDIA GPUs
 ray[cgraph]>=2.48.0 # Ray Compiled Graph, required for pipeline parallelism in V1.
-torch==2.8.0
+torch==2.12.0
 torchaudio==2.8.0
 # These must be updated alongside torch
 torchvision==0.23.0 # Required for phi3v processor. See https://github.com/pytorch/vision?tab=readme-ov-file#installation for corresponding version
diff --git a/requirements/rocm-build.txt b/requirements/rocm-build.txt
index a86a8ab6df14..9e1050c4d37a 100644
--- a/requirements/rocm-build.txt
+++ b/requirements/rocm-build.txt
@@ -2,7 +2,7 @@
 -r common.txt
 
 --extra-index-url https://download.pytorch.org/whl/rocm6.3
-torch==2.8.0
+torch==2.12.0
 torchvision==0.23.0
 torchaudio==2.8.0
 
diff --git a/requirements/test.txt b/requirements/test.txt
index 03fbdcc8d453..e4beec601c06 100644
--- a/requirements/test.txt
+++ b/requirements/test.txt
@@ -1122,7 +1122,7 @@ tomli==2.2.1
     # via schemathesis
 tomli-w==1.2.0
     # via schemathesis
-torch==2.8.0+cu128
+torch==2.12.0
     # via
     #   -r requirements/test.in
     #   accelerate