mirror of
https://github.com/saymrwulf/onnxruntime.git
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### Description
<!-- Describe your changes. -->
* Leverage template `common-variables.yml` and reduce usage of hardcoded
trt_version
8391b24447/tools/ci_build/github/azure-pipelines/templates/common-variables.yml (L2-L7)
* Among all CI yamls, this PR reduces usage of hardcoding trt_version
from 40 to 6, by importing trt_version from `common-variables.yml`
* Apply TRT 10.5 and re-enable control flow op test
### 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. -->
- Reduce usage of hardcoding trt_version among all CI ymls
### Next refactor PR
will work on reducing usage of hardcoding trt_version among
`.dockerfile`, `.bat` and remaining 2 yml files
(download_win_gpu_library.yml & set-winenv.yml, which are step-template
yaml that can't import variables)
201 lines
9.3 KiB
YAML
201 lines
9.3 KiB
YAML
parameters:
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- name: PostToDashboard
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displayName: Post EP Perf results to Dashboard
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type: boolean
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default: true
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- name: TrtVersion
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displayName: TensorRT Version
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type: string
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default: 10.5.cuda_12_5_cudnn_9
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values:
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- 8.6.cuda_11_8_cudnn_8
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- 8.6.cuda_12_3_cudnn_9
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- 10.5.cuda_11_8_cudnn_8
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- 10.5.cuda_12_5_cudnn_9
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- BIN
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- name: UseTensorrtOssParser
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displayName: Use TensorRT-OSS Parser (not compatible with BIN)
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type: boolean
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default: false
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- name: ModelGroups
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type: object
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default:
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- "onnx-zoo-models"
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- "partner-models"
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- name: MemTest
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displayName: Run Memory and Concurrency Test
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type: boolean
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default: true
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- name: ConcurrencyTest
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displayName: Specifies the number of concurrency model test to invoke simultaneously
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type: string
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default: 2
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- name: TrtEPOptions
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displayName: TensorRT EP options
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type: object
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default:
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- trt_max_workspace_size=4294967296
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- trt_engine_cache_enable=True
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- name: CUDAEPOptions
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displayName: CUDA EP options
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type: object
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default: []
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jobs:
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- job: 'Onnxruntime_Linux_GPU_TensorRT_Perf'
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workspace:
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clean: all
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timeoutInMinutes: 3000
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pool: 'Onnxruntime-Linux-GPU-TensorRT-Perf'
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variables:
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- name: branchName
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${{ if not(eq(variables['ortBranchOverride'], '')) }}:
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value: $(ortBranchOverride)
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${{ else }}:
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value: $[ replace(variables['Build.SourceBranch'], 'refs/heads/', '') ]
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- name: trtVersion
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${{ if eq(parameters.TrtVersion, 'BIN') }}:
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value: $(tarTrtVersion)
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${{ else }}:
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value: ${{ parameters.TrtVersion }}
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- name: trtEPOptionsArg
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${{ if not(eq(length(parameters.TrtEPOptions), 0)) }}:
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value: --trt_ep_options ${{ join(',',parameters.TrtEPOptions) }}
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- name: cudaEPOptionsArg
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${{ if not(eq(length(parameters.CUDAEPOptions), 0)) }}:
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value: --cuda_ep_options ${{ join(',',parameters.CUDAEPOptions) }}
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- name: optional_arguments
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value: -a "-a -z -g $(optimizeGraph) -b $(bindInputs) $(trtEPOptionsArg) $(cudaEPOptionsArg)"
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- name: image
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value: ort-image-$(Build.BuildId)
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- name: parser
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${{ if eq(parameters.UseTensorrtOssParser, true) }}:
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value: --use_tensorrt_oss_parser $(parameters.UseTensorrtOssParser) }}
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steps:
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- ${{ if and(eq(parameters.TrtVersion, 'BIN'), eq(parameters.UseTensorrtOssParser, false)) }}:
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- script: 'ls -al $(trtBinsDir)'
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displayName: 'Show available TensorRT .tar.gz packages'
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- script: 'cp $(trtBinsDir)/TensorRT-$(trtVersion).Linux.x86_64-gnu.cuda-$(tarCudaVersion).tar.gz $(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/build/'
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displayName: 'Copy TensorRT .tar.gz package into Docker build directory'
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- script: 'python3 $(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/build/build_image.py -r $(Build.SourcesDirectory) -i $(image) -b $(branchName) -t $(trtVersion) -a 75 --install_bin --tar_cuda_version=$(tarCudaVersion) --trt_bins_dir=.'
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displayName: 'Install TensorRT $(tarTrtVersion) from binaries and build latest ORT Image'
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workingDirectory: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/build'
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# Build ORT with TensorRT built-in parser
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- ${{ if and(ne(parameters.TrtVersion, 'BIN'), eq(parameters.UseTensorrtOssParser, false)) }}:
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- script: 'python3 $(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/build/build_image.py -r $(Build.SourcesDirectory) -i $(image) -b $(branchName) -t $(trtVersion) -a 75'
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displayName: 'Build latest ORT Image with TensorRT built-in parser'
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workingDirectory: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/build'
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# Build ORT with certain version of TensorRT OSS parser
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- ${{ if and(ne(parameters.TrtVersion, 'BIN'), eq(parameters.UseTensorrtOssParser, true), ne(variables.onnxTensorrtCommitId, '')) }}:
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- script: 'python3 $(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/build/build_image.py -r $(Build.SourcesDirectory) -i $(image) -b $(branchName) -t $(trtVersion) -a 75 -o $(onnxTensorrtCommitId) --use_tensorrt_oss_parser'
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displayName: 'Build latest ORT Image with TensorRT OSS parser and commit id $(onnxTensorrtCommitId)'
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workingDirectory: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/build'
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# Build ORT with default version of TensorRT OSS parser
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- ${{ if and(ne(parameters.TrtVersion, 'BIN'), eq(parameters.UseTensorrtOssParser, true), eq(variables.onnxTensorrtCommitId, '')) }}:
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- script: 'python3 $(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/build/build_image.py -r $(Build.SourcesDirectory) -i $(image) -b $(branchName) -t $(trtVersion) -a 75 --use_tensorrt_oss_parser'
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displayName: 'Build latest ORT Image with TensorRT OSS parser'
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workingDirectory: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/build'
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- ${{ if eq(parameters.MemTest, true) }}:
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- script: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/mem_test/run_mem_test_docker.sh -d $(image) -p $(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/mem_test/ -w /code/ -l false -c ${{ parameters.ConcurrencyTest }}'
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displayName: 'Run Memory Test and Concurrency Test'
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workingDirectory: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/mem_test/'
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- ${{ each option in parameters.ModelGroups }}:
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- script: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/run_perf_docker.sh -d $(image) -p $(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf -v $(modelVolume) -b true -o ${{option}} -m $(${{option}}) -e "$(epList)" $(optional_arguments)'
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displayName: '${{option}} perf'
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workingDirectory: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/'
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# Prepare and Publish Artifacts
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- script: 'mkdir $(Build.SourcesDirectory)/Artifact'
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displayName: 'Prepare Artifacts Directory'
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workingDirectory: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/'
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condition: always()
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- ${{ if not(eq(length(parameters.ModelGroups), 0)) }}:
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- script: 'cp -r $(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/result/ $(Build.SourcesDirectory)/Artifact'
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displayName: 'Copy Artifacts'
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workingDirectory: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/'
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- ${{ if eq(parameters.MemTest, true) }}:
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- script: 'cp -r $(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/mem_test/build/result $(Build.SourcesDirectory)/Artifact/result_mem_test'
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displayName: 'Copy Artifacts'
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workingDirectory: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/'
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condition: always()
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- script: 'python3 -m pip install pandas azure-kusto-data[pandas] azure-kusto-ingest[pandas] coloredlogs'
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displayName: 'Install dashboard dependencies'
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- script: |
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az --version || {
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echo "Azure CLI not found, installing..."
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curl -sL https://aka.ms/InstallAzureCLIDeb | sudo bash
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}
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displayName: 'Check and Install Azure CLI'
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- task: AzureCLI@2
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displayName: 'Parse Memory & Concurrency Test Records and Sync'
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inputs:
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azureSubscription: AIInfraBuildOnnxRuntimeOSS
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scriptLocation: inlineScript
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scriptType: bash
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inlineScript: |
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short_hash=$(git rev-parse --short HEAD) &&
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commit_date=$(git log -1 --date=iso-strict --pretty=format:%cd) &&
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python3 $(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/parse_mem_concurrency_test.py -r $(Build.SourcesDirectory)/Artifact/result_mem_test -c $short_hash -d $commit_date -u "$(reportUrl)?buildId=$(Build.BuildId)" -t $(trtVersion) -b $(branchName) --kusto_conn $(kustoConn) --database $(database) $(parser)
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- ${{ if eq(parameters.PostToDashboard, true) }}:
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- script: 'python3 -m pip install pandas azure-kusto-data[pandas] azure-kusto-ingest[pandas] coloredlogs'
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displayName: 'Install dashboard dependencies'
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- script: |
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az --version || {
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echo "Azure CLI not found, installing..."
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curl -sL https://aka.ms/InstallAzureCLIDeb | sudo bash
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}
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displayName: 'Check and Install Azure CLI'
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- task: AzureCLI@2
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displayName: 'Azure CLI Post to Dashboard'
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inputs:
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azureSubscription: AIInfraBuildOnnxRuntimeOSS
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scriptLocation: inlineScript
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scriptType: bash
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inlineScript: |
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short_hash=$(git rev-parse --short HEAD) &&
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commit_date=$(git log -1 --date=iso-strict --pretty=format:%cd) &&
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python3 $(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/post.py -r $(Build.SourcesDirectory)/Artifact/result -c $short_hash -d $commit_date -u "$(reportUrl)?buildId=$(Build.BuildId)" -t $(trtVersion) -b $(branchName) --kusto_conn $(kustoConn) --database $(database) $(parser)
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- task: PublishBuildArtifacts@1
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inputs:
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pathtoPublish: '$(Build.SourcesDirectory)/Artifact'
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artifactName: 'result-$(Build.BuildNumber)'
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- template: templates/component-governance-component-detection-steps.yml
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parameters :
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condition : 'succeeded'
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- template: templates/clean-agent-build-directory-step.yml
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