diff --git a/.github/workflows/native_jni_s3_pytorch.yml b/.github/workflows/native_jni_s3_pytorch.yml
index 43e68ec5e33b..58e896b5cda7 100644
--- a/.github/workflows/native_jni_s3_pytorch.yml
+++ b/.github/workflows/native_jni_s3_pytorch.yml
@@ -39,8 +39,8 @@ jobs:
           aws-region: us-east-2
       - name: Copy files to S3 with the AWS CLI
         run: |
-          aws s3 sync pytorch/pytorch-native/jnilib s3://djl-ai/publish/pytorch-1.8.1/jnilib
-          aws cloudfront create-invalidation --distribution-id E371VB8JQ6NRVY --paths "/pytorch-1.8.1/jnilib*"
+          aws s3 sync pytorch/pytorch-native/jnilib s3://djl-ai/publish/pytorch-1.9.0/jnilib
+          aws cloudfront create-invalidation --distribution-id E371VB8JQ6NRVY --paths "/pytorch-1.9.0/jnilib*"
 
   build-pytorch-jni-linux-gpu:
     if: github.repository == 'deepjavalibrary/djl'
@@ -78,8 +78,8 @@ jobs:
           aws-region: us-east-2
       - name: Copy files to S3 with the AWS CLI
         run: |
-          aws s3 sync pytorch/pytorch-native/jnilib s3://djl-ai/publish/pytorch-1.8.1/jnilib
-          aws cloudfront create-invalidation --distribution-id E371VB8JQ6NRVY --paths "/pytorch-1.8.1/jnilib*"
+          aws s3 sync pytorch/pytorch-native/jnilib s3://djl-ai/publish/pytorch-1.9.0/jnilib
+          aws cloudfront create-invalidation --distribution-id E371VB8JQ6NRVY --paths "/pytorch-1.9.0/jnilib*"
 
   build-pytorch-jni-precxx11:
     if: github.repository == 'deepjavalibrary/djl'
@@ -116,8 +116,8 @@ jobs:
           aws-region: us-east-2
       - name: Copy files to S3 with the AWS CLI
         run: |
-          aws s3 sync pytorch/pytorch-native/jnilib s3://djl-ai/publish/pytorch-1.8.1/jnilib/precxx11
-          aws cloudfront create-invalidation --distribution-id E371VB8JQ6NRVY --paths "/pytorch-1.8.1/jnilib/precxx11*"
+          aws s3 sync pytorch/pytorch-native/jnilib s3://djl-ai/publish/pytorch-1.9.0/jnilib/precxx11
+          aws cloudfront create-invalidation --distribution-id E371VB8JQ6NRVY --paths "/pytorch-1.9.0/jnilib/precxx11*"
 
   build-pytorch-jni-windows-gpu:
     if: github.repository == 'deepjavalibrary/djl'
@@ -170,5 +170,5 @@ jobs:
           aws-region: us-east-2
       - name: Copy files to S3 with the AWS CLI
         run: |
-          aws s3 sync pytorch/pytorch-native/jnilib s3://djl-ai/publish/pytorch-1.8.1/jnilib
-          aws cloudfront create-invalidation --distribution-id E371VB8JQ6NRVY --paths "/pytorch-1.8.1/jnilib*"
+          aws s3 sync pytorch/pytorch-native/jnilib s3://djl-ai/publish/pytorch-1.9.0/jnilib
+          aws cloudfront create-invalidation --distribution-id E371VB8JQ6NRVY --paths "/pytorch-1.9.0/jnilib*"
diff --git a/.github/workflows/native_jni_s3_pytorch_android.yml b/.github/workflows/native_jni_s3_pytorch_android.yml
index 4dedd2d86f89..2f436591fd01 100644
--- a/.github/workflows/native_jni_s3_pytorch_android.yml
+++ b/.github/workflows/native_jni_s3_pytorch_android.yml
@@ -52,5 +52,5 @@ jobs:
           aws-region: us-east-2
       - name: Copy files to S3 with the AWS CLI
         run: |
-          aws s3 sync jnilib s3://djl-ai/publish/pytorch-1.8.1/jnilib
-          aws cloudfront create-invalidation --distribution-id E371VB8JQ6NRVY --paths "/pytorch-1.8.1/jnilib*"
+          aws s3 sync jnilib s3://djl-ai/publish/pytorch-1.9.0/jnilib
+          aws cloudfront create-invalidation --distribution-id E371VB8JQ6NRVY --paths "/pytorch-1.9.0/jnilib*"
diff --git a/.github/workflows/native_s3_pytorch_android.yml b/.github/workflows/native_s3_pytorch_android.yml
index c32a6315e5f3..50936722c44e 100644
--- a/.github/workflows/native_s3_pytorch_android.yml
+++ b/.github/workflows/native_s3_pytorch_android.yml
@@ -10,8 +10,8 @@ jobs:
       matrix:
         format: ["armeabi-v7a", "arm64-v8a", "x86" ,"x86_64"]
     env:
-      PYTORCH_TAG_VERSION:    "v1.8.1"
-      PYTORCH_VERSION: "1.8.1"
+      PYTORCH_TAG_VERSION:    "v1.9.0"
+      PYTORCH_VERSION: "1.9.0"
       NDK_VERSION: "20.0.5594570"
     steps:
       - uses: actions/checkout@v1
diff --git a/dlr/dlr-engine/build.gradle b/dlr/dlr-engine/build.gradle
index 084e4becae66..99144e93fce7 100644
--- a/dlr/dlr-engine/build.gradle
+++ b/dlr/dlr-engine/build.gradle
@@ -9,7 +9,7 @@ dependencies {
     testImplementation "org.slf4j:slf4j-simple:${slf4j_version}"
     testRuntimeOnly project(":pytorch:pytorch-engine")
     testRuntimeOnly "ai.djl.dlr:dlr-native-auto:${dlr_version}"
-    testRuntimeOnly "ai.djl.pytorch:pytorch-native-auto:${pytorch_version}"
+    testRuntimeOnly "ai.djl.pytorch:pytorch-native-auto:${pytorch_version}-SNAPSHOT"
 }
 
 processResources {
diff --git a/examples/build.gradle b/examples/build.gradle
index 223e538b00ec..dd39a606f973 100644
--- a/examples/build.gradle
+++ b/examples/build.gradle
@@ -10,7 +10,7 @@ dependencies {
 
     if (System.getProperty("ai.djl.default_engine") == "PyTorch") {
         runtimeOnly project(":pytorch:pytorch-model-zoo")
-        runtimeOnly "ai.djl.pytorch:pytorch-native-auto:${pytorch_version}"
+        runtimeOnly "ai.djl.pytorch:pytorch-native-auto:${pytorch_version}-SNAPSHOT"
     } else if (System.getProperty("ai.djl.default_engine") == "TensorFlow") {
         // javacpp bug fix https://github.com/bytedeco/javacpp/commit/7f27899578dfa18e22738a3dd49701e1806b464a
         runtimeOnly "org.bytedeco:javacpp:1.5.6-SNAPSHOT"
diff --git a/gradle.properties b/gradle.properties
index 0f7916574700..dcd9e578c12a 100644
--- a/gradle.properties
+++ b/gradle.properties
@@ -9,7 +9,7 @@ systemProp.org.gradle.internal.publish.checksums.insecure=true
 
 djl_version=0.12.0
 mxnet_version=1.8.0
-pytorch_version=1.8.1
+pytorch_version=1.9.0
 tensorflow_version=2.4.1
 tflite_version=2.4.1
 dlr_version=1.6.0
diff --git a/integration/build.gradle b/integration/build.gradle
index 2edfb4423e62..210ae01bf893 100644
--- a/integration/build.gradle
+++ b/integration/build.gradle
@@ -16,7 +16,7 @@ dependencies {
     runtimeOnly project(":mxnet:mxnet-model-zoo")
     runtimeOnly "ai.djl.mxnet:mxnet-native-auto:${mxnet_version}"
     runtimeOnly project(":pytorch:pytorch-model-zoo")
-    runtimeOnly "ai.djl.pytorch:pytorch-native-auto:${pytorch_version}"
+    runtimeOnly "ai.djl.pytorch:pytorch-native-auto:${pytorch_version}-SNAPSHOT"
     runtimeOnly project(":tensorflow:tensorflow-model-zoo")
     runtimeOnly "ai.djl.tensorflow:tensorflow-native-auto:${tensorflow_version}"
 
diff --git a/ml/xgboost/build.gradle b/ml/xgboost/build.gradle
index a7c178f490b5..a8a1eb980c67 100644
--- a/ml/xgboost/build.gradle
+++ b/ml/xgboost/build.gradle
@@ -30,8 +30,6 @@ dependencies {
         exclude group: "junit", module: "junit"
     }
 
-//    testRuntimeOnly project(":pytorch:pytorch-engine")
-//    testRuntimeOnly "ai.djl.pytorch:pytorch-native-auto:${pytorch_version}"
     testRuntimeOnly "org.slf4j:slf4j-simple:${slf4j_version}"
 }
 
diff --git a/onnxruntime/onnxruntime-engine/build.gradle b/onnxruntime/onnxruntime-engine/build.gradle
index eddd249f73c0..9c53748e6714 100644
--- a/onnxruntime/onnxruntime-engine/build.gradle
+++ b/onnxruntime/onnxruntime-engine/build.gradle
@@ -8,8 +8,6 @@ dependencies {
         exclude group: "junit", module: "junit"
     }
 
-    // testRuntimeOnly project(":pytorch:pytorch-engine")
-    // testRuntimeOnly "ai.djl.pytorch:pytorch-native-auto:${pytorch_version}"
     testRuntimeOnly "org.slf4j:slf4j-simple:${slf4j_version}"
 }
 
diff --git a/paddlepaddle/paddlepaddle-model-zoo/build.gradle b/paddlepaddle/paddlepaddle-model-zoo/build.gradle
index 79bcc1988676..4abf3eb6f87d 100644
--- a/paddlepaddle/paddlepaddle-model-zoo/build.gradle
+++ b/paddlepaddle/paddlepaddle-model-zoo/build.gradle
@@ -8,7 +8,7 @@ dependencies {
         exclude group: "junit", module: "junit"
     }
     testImplementation "org.slf4j:slf4j-simple:${slf4j_version}"
-    testRuntimeOnly "ai.djl.paddlepaddle:paddlepaddle-native-auto:${paddlepaddle_version}"
+    testRuntimeOnly "ai.djl.paddlepaddle:paddlepaddle-native-auto:${paddlepaddle_version}-SNAPSHOT"
     testRuntimeOnly project(":pytorch:pytorch-engine")
     testRuntimeOnly "ai.djl.pytorch:pytorch-native-auto:${pytorch_version}"
 }
diff --git a/pytorch/pytorch-engine/build.gradle b/pytorch/pytorch-engine/build.gradle
index 216b9fada05b..3b70af1aeb4f 100644
--- a/pytorch/pytorch-engine/build.gradle
+++ b/pytorch/pytorch-engine/build.gradle
@@ -8,7 +8,7 @@ dependencies {
     }
     testImplementation "org.slf4j:slf4j-simple:${slf4j_version}"
     testRuntimeOnly project(":pytorch:pytorch-model-zoo")
-    testRuntimeOnly "ai.djl.pytorch:pytorch-native-auto:${pytorch_version}"
+    testRuntimeOnly "ai.djl.pytorch:pytorch-native-auto:${pytorch_version}-SNAPSHOT"
 }
 
 processResources {
diff --git a/pytorch/pytorch-engine/src/main/java/ai/djl/pytorch/engine/PtEngine.java b/pytorch/pytorch-engine/src/main/java/ai/djl/pytorch/engine/PtEngine.java
index 9f8598fe3496..4a77978d01db 100644
--- a/pytorch/pytorch-engine/src/main/java/ai/djl/pytorch/engine/PtEngine.java
+++ b/pytorch/pytorch-engine/src/main/java/ai/djl/pytorch/engine/PtEngine.java
@@ -93,7 +93,7 @@ public int getRank() {
     /** {@inheritDoc} */
     @Override
     public String getVersion() {
-        return "1.8.1";
+        return "1.9.0";
     }
 
     /** {@inheritDoc} */
diff --git a/pytorch/pytorch-native/build.cmd b/pytorch/pytorch-native/build.cmd
index 9fd8f95ef13f..cf52f3c91fa9 100644
--- a/pytorch/pytorch-native/build.cmd
+++ b/pytorch/pytorch-native/build.cmd
@@ -5,7 +5,7 @@
 @rem choco install jdk8 -y
 
 set FILEPATH="libtorch"
-set VERSION="1.8.1"
+set VERSION="1.9.0"
 if "%1" == "cpu" (
     set DOWNLOAD_URL="https://download.pytorch.org/libtorch/cpu/libtorch-win-shared-with-deps-%VERSION%%%2Bcpu.zip"
 ) else if "%1" == "cu102" (
diff --git a/pytorch/pytorch-native/build.gradle b/pytorch/pytorch-native/build.gradle
index ece9ad697520..4c23341e027d 100644
--- a/pytorch/pytorch-native/build.gradle
+++ b/pytorch/pytorch-native/build.gradle
@@ -6,7 +6,7 @@ plugins {
 group = "ai.djl.pytorch"
 apply from: file("${rootProject.projectDir}/tools/gradle/cpp-formatter.gradle")
 
-def VERSION = "1.8.1"
+def VERSION = "1.9.0"
 boolean isRelease = project.hasProperty("release") || project.hasProperty("staging")
 boolean isPrecxx11 = project.hasProperty("precxx11")
 boolean isGPU = project.hasProperty("gpu")
diff --git a/pytorch/pytorch-native/build.sh b/pytorch/pytorch-native/build.sh
index 0b5f67281337..15ef200623ea 100755
--- a/pytorch/pytorch-native/build.sh
+++ b/pytorch/pytorch-native/build.sh
@@ -11,7 +11,7 @@ elif [[ -n $(command -v sysctl) ]]; then
 fi
 
 PLATFORM=$(uname | tr '[:upper:]' '[:lower:]')
-VERSION=1.8.1
+VERSION=1.9.0
 CXX11ABI="-cxx11-abi"
 if [[ $2 == "precxx11" ]]; then
   CXX11ABI=""
@@ -19,9 +19,7 @@ fi
 
 if [[ ! -d "libtorch" ]]; then
   if [[ $PLATFORM == 'linux' ]]; then
-    if [[ $1 == "cpu" ]] ||  [[ $1 == "cu111" ]]; then
-      curl -s https://download.pytorch.org/libtorch/${1}/libtorch${CXX11ABI}-shared-with-deps-${VERSION}%2B${1}.zip | jar xv
-    elif [[ $1 == "cu102" ]]; then
+    if [[ $1 == "cpu" ]] ||  [[ $1 == "cu111" ]] || [[ $1 == "cu102" ]]; then
       curl -s https://download.pytorch.org/libtorch/${1}/libtorch${CXX11ABI}-shared-with-deps-${VERSION}%2B${1}.zip | jar xv
     else
       echo "$1 is not supported."
diff --git a/pytorch/pytorch-native/build_android.sh b/pytorch/pytorch-native/build_android.sh
index b5a8b57dfb69..e337c8019f66 100644
--- a/pytorch/pytorch-native/build_android.sh
+++ b/pytorch/pytorch-native/build_android.sh
@@ -10,7 +10,7 @@ elif [[ -n $(command -v sysctl) ]]; then
     NUM_PROC=$(sysctl -n hw.ncpu)
 fi
 
-VERSION=1.8.1
+VERSION=1.9.0
 if [[ ! -d libtorch_android/"$1" ]]; then
     if [[ $1 != "armeabi-v7a" ]] && [[ $1 != "arm64-v8a" ]] && [[ $1 != "x86" ]] && [[ $1 != "x86_64" ]]; then
         echo "$1 is not supported."
diff --git a/serving/serving/build.gradle b/serving/serving/build.gradle
index 432a05bcea26..037c7240da83 100644
--- a/serving/serving/build.gradle
+++ b/serving/serving/build.gradle
@@ -16,7 +16,7 @@ dependencies {
     runtimeOnly project(':pytorch:pytorch-model-zoo')
 
     runtimeOnly "ai.djl.mxnet:mxnet-native-auto:${mxnet_version}"
-    runtimeOnly "ai.djl.pytorch:pytorch-native-auto:${pytorch_version}"
+    runtimeOnly "ai.djl.pytorch:pytorch-native-auto:${pytorch_version}-SNAPSHOT"
     runtimeOnly "ai.djl.tensorflow:tensorflow-native-auto:${tensorflow_version}"
 
     testImplementation("org.testng:testng:${testng_version}") {