diff --git a/pytorch/inference/buildspec-2-4-ec2.yml b/pytorch/inference/buildspec-2-4-ec2.yml
index 8b68d32415e3..1293a2e3b5f4 100644
--- a/pytorch/inference/buildspec-2-4-ec2.yml
+++ b/pytorch/inference/buildspec-2-4-ec2.yml
@@ -5,7 +5,7 @@ framework: &FRAMEWORK pytorch
 version: &VERSION 2.4.0
 short_version: &SHORT_VERSION "2.4"
 arch_type: x86
-autopatch_build: "True"
+# autopatch_build: "True"
 
 repository_info:
   inference_repository: &INFERENCE_REPOSITORY
@@ -40,7 +40,7 @@ images:
     python_version: &DOCKER_PYTHON_VERSION py3
     tag_python_version: &TAG_PYTHON_VERSION py311
     os_version: &OS_VERSION ubuntu22.04
-    torch_serve_version: &TORCHSERVE_VERSION 0.11.1
+    torch_serve_version: &TORCHSERVE_VERSION 0.12.0
     tag: !join [ *VERSION, "-", *DEVICE_TYPE, "-", *TAG_PYTHON_VERSION, "-", *OS_VERSION, "-ec2" ]
     latest_release_tag: !join [ *VERSION, "-", *DEVICE_TYPE, "-", *TAG_PYTHON_VERSION, "-", *OS_VERSION, "-ec2" ]
     # build_tag_override: "beta:2.4.0-cpu-py311-ubuntu22.04-ec2"
@@ -57,7 +57,7 @@ images:
     tag_python_version: &TAG_PYTHON_VERSION py311
     cuda_version: &CUDA_VERSION cu124
     os_version: &OS_VERSION ubuntu22.04
-    torch_serve_version: &TORCHSERVE_VERSION 0.11.1
+    torch_serve_version: &TORCHSERVE_VERSION 0.12.0
     tag: !join [ *VERSION, "-", *DEVICE_TYPE, "-", *TAG_PYTHON_VERSION, "-", *CUDA_VERSION, "-", *OS_VERSION, "-ec2" ]
     latest_release_tag: !join [ *VERSION, "-", *DEVICE_TYPE, "-", *TAG_PYTHON_VERSION, "-", *CUDA_VERSION, "-", *OS_VERSION, "-ec2" ]
     # build_tag_override: "beta:2.4.0-gpu-py311-cu124-ubuntu22.04-ec2"
diff --git a/pytorch/inference/buildspec-graviton-2-4-ec2.yml b/pytorch/inference/buildspec-graviton-2-4-ec2.yml
index cc836e3a8e84..4c72cbe6a0d3 100644
--- a/pytorch/inference/buildspec-graviton-2-4-ec2.yml
+++ b/pytorch/inference/buildspec-graviton-2-4-ec2.yml
@@ -5,7 +5,7 @@ framework: &FRAMEWORK pytorch
 version: &VERSION 2.4.0
 short_version: &SHORT_VERSION "2.4"
 arch_type: graviton
-autopatch_build: "True"
+# autopatch_build: "True"
 
 repository_info:
   inference_repository: &INFERENCE_REPOSITORY
@@ -40,7 +40,7 @@ images:
     python_version: &DOCKER_PYTHON_VERSION py3
     tag_python_version: &TAG_PYTHON_VERSION py311
     os_version: &OS_VERSION ubuntu22.04
-    torch_serve_version: &TORCHSERVE_VERSION 0.11.1
+    torch_serve_version: &TORCHSERVE_VERSION 0.12.0
     tag: !join [ *VERSION, "-", *DEVICE_TYPE, "-", *TAG_PYTHON_VERSION, "-", *OS_VERSION , "-ec2"]
     latest_release_tag: !join [ *VERSION, "-", *DEVICE_TYPE, "-", *TAG_PYTHON_VERSION, "-", *OS_VERSION, "-ec2" ]
     # build_tag_override: "beta:2.4.0-cpu-py311-ubuntu22.04-ec2"
@@ -57,7 +57,7 @@ images:
     tag_python_version: &TAG_PYTHON_VERSION py311
     cuda_version: &CUDA_VERSION cu124
     os_version: &OS_VERSION ubuntu22.04
-    torch_serve_version: &TORCHSERVE_VERSION 0.11.1
+    torch_serve_version: &TORCHSERVE_VERSION 0.12.0
     tag: !join [ *VERSION, "-", *DEVICE_TYPE, "-", *TAG_PYTHON_VERSION, "-", *CUDA_VERSION, "-", *OS_VERSION , "-ec2"]
     latest_release_tag: !join [ *VERSION, "-", *DEVICE_TYPE, "-", *TAG_PYTHON_VERSION, "-", *CUDA_VERSION, "-", *OS_VERSION, "-ec2" ]
     # build_tag_override: "beta:2.4.0-gpu-py311-cu124-ubuntu22.04-ec2"
diff --git a/pytorch/inference/docker/2.4/py3/Dockerfile.ec2.cpu.core_packages.json b/pytorch/inference/docker/2.4/py3/Dockerfile.ec2.cpu.core_packages.json
index 409db76bd212..269365c53987 100644
--- a/pytorch/inference/docker/2.4/py3/Dockerfile.ec2.cpu.core_packages.json
+++ b/pytorch/inference/docker/2.4/py3/Dockerfile.ec2.cpu.core_packages.json
@@ -34,9 +34,9 @@
     "version_specifier": "<2"
   },
   "torchserve": {
-    "version_specifier": "==0.11.1"
+    "version_specifier": "==0.12.0"
   },
   "torch-model-archiver": {
-    "version_specifier": "==0.11.1"
+    "version_specifier": "==0.12.0"
   }
 }
diff --git a/pytorch/inference/docker/2.4/py3/Dockerfile.ec2.graviton.cpu.core_packages.json b/pytorch/inference/docker/2.4/py3/Dockerfile.ec2.graviton.cpu.core_packages.json
index 902ab8d118bc..868090b8056b 100644
--- a/pytorch/inference/docker/2.4/py3/Dockerfile.ec2.graviton.cpu.core_packages.json
+++ b/pytorch/inference/docker/2.4/py3/Dockerfile.ec2.graviton.cpu.core_packages.json
@@ -43,9 +43,9 @@
     "version_specifier": ">=2.32.3"
   },
   "torchserve": {
-    "version_specifier": "==0.11.1"
+    "version_specifier": "==0.12.0"
   },
   "torch-model-archiver": {
-    "version_specifier": "==0.11.1"
+    "version_specifier": "==0.12.0"
   }
 }
diff --git a/pytorch/inference/docker/2.4/py3/cu124/Dockerfile.ec2.gpu.core_packages.json b/pytorch/inference/docker/2.4/py3/cu124/Dockerfile.ec2.gpu.core_packages.json
index 731395a9bd7c..1e9ecddbdcba 100644
--- a/pytorch/inference/docker/2.4/py3/cu124/Dockerfile.ec2.gpu.core_packages.json
+++ b/pytorch/inference/docker/2.4/py3/cu124/Dockerfile.ec2.gpu.core_packages.json
@@ -34,9 +34,9 @@
     "version_specifier": "<2"
   },
   "torchserve": {
-    "version_specifier": "==0.11.1"
+    "version_specifier": "==0.12.0"
   },
   "torch-model-archiver": {
-    "version_specifier": "==0.11.1"
+    "version_specifier": "==0.12.0"
   }
 }
diff --git a/pytorch/inference/docker/2.4/py3/cu124/Dockerfile.ec2.graviton.gpu.core_packages.json b/pytorch/inference/docker/2.4/py3/cu124/Dockerfile.ec2.graviton.gpu.core_packages.json
index 8802708df3e0..c35d5e061893 100644
--- a/pytorch/inference/docker/2.4/py3/cu124/Dockerfile.ec2.graviton.gpu.core_packages.json
+++ b/pytorch/inference/docker/2.4/py3/cu124/Dockerfile.ec2.graviton.gpu.core_packages.json
@@ -43,9 +43,9 @@
     "version_specifier": ">=2.32.3"
   },
   "torchserve": {
-    "version_specifier": "==0.11.1"
+    "version_specifier": "==0.12.0"
   },
   "torch-model-archiver": {
-    "version_specifier": "==0.11.1"
+    "version_specifier": "==0.12.0"
   }
 }