Java CUDA 12 support (microsoft#20583)

### Description

- This PR combine all CUDA 12 stage into the Zip-nuget-... pipeline.
- It also enables the cuda12 support



### Motivation and Context
<!-- - Why is this change required? What problem does it solve?
- If it fixes an open issue, please link to the issue here. -->

tools/ci_build/github/azure-pipelines/stages/java-cuda-packaging-stage.yml

@@ -0,0 +1,187 @@
+parameters:
+- name: CudaVersion
+  type: string
+- name: SpecificArtifact
+  type: string
+- name: BuildId
+  type: string
+
+stages:
+- stage: Java_GPU_Packaging
+  dependsOn:
+  - Linux_C_API_Packaging_Combined_CUDA
+  - Windows_Packaging_CUDA
+  - Windows_Packaging_TensorRT
+  - Download_Java_Tools
+  jobs:
+  - job: Jar_Packaging_GPU
+    workspace:
+      clean: all
+    pool: 'onnxruntime-Win-CPU-2022'
+    dependsOn: []
+    condition: succeeded()
+    steps:
+    - checkout: self
+      submodules: false
+    - template: ../templates/set-version-number-variables-step.yml
+
+    - template: ../templates/flex-downloadPipelineArtifact.yml
+      parameters:
+        StepName: 'Download Pipeline Artifact - Win x64'
+        ArtifactName: 'drop-onnxruntime-java-win-x64-tensorrt'
+        TargetPath: '$(Build.BinariesDirectory)\java-artifact\onnxruntime-java-win-x64'
+        SpecificArtifact: ${{ parameters.specificArtifact }}
+        BuildId: ${{ parameters.BuildId }}
+
+    - template: ../templates/flex-downloadPipelineArtifact.yml
+      parameters:
+        stepName: 'Download Pipeline Artifact - Linux x64'
+        artifactName: 'drop-onnxruntime-java-linux-x64-cuda'
+        targetPath: '$(Build.BinariesDirectory)\java-artifact\onnxruntime-java-linux-x64'
+        SpecificArtifact: ${{ parameters.specificArtifact }}
+        BuildId: ${{ parameters.BuildId }}
+
+    - template: ../templates/flex-downloadPipelineArtifact.yml
+      parameters:
+        StepName: 'Download Pipeline Artifact - Linux x64'
+        ArtifactName: 'drop-onnxruntime-java-linux-x64-tensorrt'
+        targetPath: '$(Build.BinariesDirectory)\java-artifact\onnxruntime-java-linux-x64-tensorrt'
+        SpecificArtifact: ${{ parameters.specificArtifact }}
+        BuildId: ${{ parameters.BuildId }}
+
+    - task: PowerShell@2
+      displayName: 'PowerShell Script'
+      inputs:
+        targetType: filePath
+        filePath: $(Build.SourcesDirectory)\tools\ci_build\github\windows\jar_gpu_packaging.ps1
+        failOnStderr: true
+        showWarnings: true
+        workingDirectory: '$(Build.BinariesDirectory)\java-artifact'
+
+    - task: CopyFiles@2
+      displayName: 'Copy Java Files to Artifact Staging Directory'
+      inputs:
+        SourceFolder: '$(Build.BinariesDirectory)\java-artifact\onnxruntime-java-win-x64'
+        TargetFolder: '$(Build.ArtifactStagingDirectory)'
+
+    - task: PublishPipelineArtifact@1
+      displayName: 'Publish Pipeline Artifact'
+      inputs:
+        targetPath: '$(Build.ArtifactStagingDirectory)'
+        artifact: 'onnxruntime-java-gpu'
+
+    - template: ../templates/component-governance-component-detection-steps.yml
+      parameters:
+        condition: 'succeeded'
+    - task: mspremier.PostBuildCleanup.PostBuildCleanup-task.PostBuildCleanup@3
+      displayName: 'Clean Agent Directories'
+      condition: always()
+  - job: Final_Jar_Testing_Windows_GPU
+    dependsOn:
+      Jar_Packaging_GPU
+    workspace:
+      clean: all
+    pool: 'onnxruntime-Win2022-GPU-T4'
+    timeoutInMinutes: 60
+    variables:
+    - name: runCodesignValidationInjection
+      value: false
+
+    steps:
+    - template: ../templates/set-version-number-variables-step.yml
+
+    - template: ../templates/jobs/download_win_gpu_library.yml
+      parameters:
+        CudaVersion: ${{ parameters.CudaVersion }}
+        DownloadCUDA: true
+        DownloadTRT: true
+
+    - template: ../templates/flex-downloadPipelineArtifact.yml
+      parameters:
+        StepName: 'Download Final Jar'
+        ArtifactName: onnxruntime-java-gpu
+        TargetPath: '$(Build.BinariesDirectory)\final-jar'
+        SpecificArtifact: ${{ parameters.SpecificArtifact }}
+        BuildId: ${{ parameters.BuildId }}
+
+    - template: ../templates/flex-downloadPipelineArtifact.yml
+      parameters:
+        StepName: 'Download Jar Tools'
+        ArtifactName: onnxruntime-java-tools
+        TargetPath: '$(Build.BinariesDirectory)\final-jar'
+        SpecificArtifact: ${{ parameters.SpecificArtifact }}
+        BuildId: ${{ parameters.BuildId }}
+
+    - task: CmdLine@2
+      inputs:
+        script: |
+          mkdir test
+          pushd test
+          jar xf $(Build.BinariesDirectory)\final-jar\testing.jar
+          popd
+          java -DUSE_CUDA=1 -jar junit-platform-console-standalone-1.6.2.jar -cp .;.\test;protobuf-java-3.21.7.jar;onnxruntime_gpu-$(OnnxRuntimeVersion).jar --scan-class-path --fail-if-no-tests --disable-banner
+        workingDirectory: '$(Build.BinariesDirectory)\final-jar'
+
+    - template: ../templates/component-governance-component-detection-steps.yml
+      parameters:
+        condition: 'succeeded'
+    - task: mspremier.PostBuildCleanup.PostBuildCleanup-task.PostBuildCleanup@3
+      displayName: 'Clean Agent Directories'
+      condition: always()
+  - job: Final_Jar_Testing_Linux_GPU
+    dependsOn:
+      Jar_Packaging_GPU
+    workspace:
+      clean: all
+    pool: 'Onnxruntime-Linux-GPU'
+    variables:
+    - name: runCodesignValidationInjection
+      value: false
+    - name: docker_base_image
+      ${{ if eq(parameters.CudaVersion, '11.8') }}:
+        value: nvidia/cuda:11.8.0-cudnn8-devel-ubi8
+      ${{ if eq(parameters.CudaVersion, '12.2') }}:
+        value: nvidia/cuda:12.2.2-cudnn8-devel-ubi8
+    timeoutInMinutes: 60
+
+    steps:
+    - checkout: self
+      submodules: false
+    - template: ../templates/set-version-number-variables-step.yml
+
+    - template: ../templates/flex-downloadPipelineArtifact.yml
+      parameters:
+        StepName: 'Download Final Jar'
+        ArtifactName: onnxruntime-java-gpu
+        TargetPath: '$(Build.BinariesDirectory)/final-jar'
+        SpecificArtifact: ${{ parameters.specificArtifact }}
+        BuildId: ${{ parameters.BuildId }}
+
+    - template: ../templates/get-docker-image-steps.yml
+      parameters:
+        Dockerfile: tools/ci_build/github/linux/docker/Dockerfile.package_ubi8_cuda_tensorrt10_0
+        Context: tools/ci_build/github/linux/docker/
+        DockerBuildArgs: "
+        --build-arg BUILD_UID=$( id -u )
+        --build-arg BASEIMAGE=${{ variables.docker_base_image }}
+        --build-arg TRT_VERSION=${{ variables.linux_trt_version }}
+        "
+        Repository: onnxruntimeubi8packagestest
+        UpdateDepsTxt: false
+
+    - bash: |
+        docker run --rm \
+          --gpus all \
+          --volume $(Build.SourcesDirectory):/onnxruntime_src \
+          --volume $(Build.BinariesDirectory):/build \
+          --volume /data/models:/build/models:ro \
+          onnxruntimeubi8packagestest \
+          /bin/bash /onnxruntime_src/tools/ci_build/github/linux/java_linux_final_test.sh -r /build -v $(OnnxRuntimeVersion)
+      displayName: 'Test'
+
+    - template: ../templates/component-governance-component-detection-steps.yml
+      parameters:
+        condition: 'succeeded'
+    - task: mspremier.PostBuildCleanup.PostBuildCleanup-task.PostBuildCleanup@3
+      displayName: 'Clean Agent Directories'
+      condition: always()