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Support remote inference on Triton Inference Server with ease of use #536
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    Signed-off-by: M Q <mingmelvinq@nvidia.com>
…ded a new example Signed-off-by: M Q <mingmelvinq@nvidia.com>
…4 for no specific reasons Signed-off-by: M Q <mingmelvinq@nvidia.com>
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    Signed-off-by: M Q <mingmelvinq@nvidia.com>
Signed-off-by: M Q <mingmelvinq@nvidia.com>
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Signed-off-by: M Q <mingmelvinq@nvidia.com>
Signed-off-by: M Q <mingmelvinq@nvidia.com>
Signed-off-by: M Q <mingmelvinq@nvidia.com>
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Signed-off-by: M Q <mingmelvinq@nvidia.com>
              
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LGTM. Thank you.
Signed-off-by: M Q <mingmelvinq@nvidia.com>
          
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…536) * Adding requirements for Triton client impl Signed-off-by: M Q <mingmelvinq@nvidia.com> * Updated/added core classes to support Triton remote inference, and added a new example Signed-off-by: M Q <mingmelvinq@nvidia.com> * GitHub build server complains about conflicts for tritonclient[]>=2.54 for no specific reasons Signed-off-by: M Q <mingmelvinq@nvidia.com> * Fix flake8 complaints Signed-off-by: M Q <mingmelvinq@nvidia.com> * Fix pytype complaints by simplifying code Signed-off-by: M Q <mingmelvinq@nvidia.com> * Remove now unused imports Signed-off-by: M Q <mingmelvinq@nvidia.com> * Addressed all pytype and mypy complaint in new code in the dev env Signed-off-by: M Q <mingmelvinq@nvidia.com> * No complaint in local dev env, but on GitHub Signed-off-by: M Q <mingmelvinq@nvidia.com> * Add model confgi.pbtxt and example env settings Signed-off-by: M Q <mingmelvinq@nvidia.com> * Doc update Signed-off-by: M Q <mingmelvinq@nvidia.com> * update license dates Signed-off-by: M Q <mingmelvinq@nvidia.com> * Updated the copyright year of new files Signed-off-by: M Q <mingmelvinq@nvidia.com> --------- Signed-off-by: M Q <mingmelvinq@nvidia.com>
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…roject-MONAI#536) * Adding requirements for Triton client impl Signed-off-by: M Q <mingmelvinq@nvidia.com> * Updated/added core classes to support Triton remote inference, and added a new example Signed-off-by: M Q <mingmelvinq@nvidia.com> * GitHub build server complains about conflicts for tritonclient[]>=2.54 for no specific reasons Signed-off-by: M Q <mingmelvinq@nvidia.com> * Fix flake8 complaints Signed-off-by: M Q <mingmelvinq@nvidia.com> * Fix pytype complaints by simplifying code Signed-off-by: M Q <mingmelvinq@nvidia.com> * Remove now unused imports Signed-off-by: M Q <mingmelvinq@nvidia.com> * Addressed all pytype and mypy complaint in new code in the dev env Signed-off-by: M Q <mingmelvinq@nvidia.com> * No complaint in local dev env, but on GitHub Signed-off-by: M Q <mingmelvinq@nvidia.com> * Add model confgi.pbtxt and example env settings Signed-off-by: M Q <mingmelvinq@nvidia.com> * Doc update Signed-off-by: M Q <mingmelvinq@nvidia.com> * update license dates Signed-off-by: M Q <mingmelvinq@nvidia.com> * Updated the copyright year of new files Signed-off-by: M Q <mingmelvinq@nvidia.com> --------- Signed-off-by: M Q <mingmelvinq@nvidia.com> Signed-off-by: Simone Bendazzoli <simben@kth.se>
    
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…roject-MONAI#536) * Adding requirements for Triton client impl Signed-off-by: M Q <mingmelvinq@nvidia.com> * Updated/added core classes to support Triton remote inference, and added a new example Signed-off-by: M Q <mingmelvinq@nvidia.com> * GitHub build server complains about conflicts for tritonclient[]>=2.54 for no specific reasons Signed-off-by: M Q <mingmelvinq@nvidia.com> * Fix flake8 complaints Signed-off-by: M Q <mingmelvinq@nvidia.com> * Fix pytype complaints by simplifying code Signed-off-by: M Q <mingmelvinq@nvidia.com> * Remove now unused imports Signed-off-by: M Q <mingmelvinq@nvidia.com> * Addressed all pytype and mypy complaint in new code in the dev env Signed-off-by: M Q <mingmelvinq@nvidia.com> * No complaint in local dev env, but on GitHub Signed-off-by: M Q <mingmelvinq@nvidia.com> * Add model confgi.pbtxt and example env settings Signed-off-by: M Q <mingmelvinq@nvidia.com> * Doc update Signed-off-by: M Q <mingmelvinq@nvidia.com> * update license dates Signed-off-by: M Q <mingmelvinq@nvidia.com> * Updated the copyright year of new files Signed-off-by: M Q <mingmelvinq@nvidia.com> --------- Signed-off-by: M Q <mingmelvinq@nvidia.com> Signed-off-by: Simone Bendazzoli <simben@kth.se>
    
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…roject-MONAI#536) * Adding requirements for Triton client impl Signed-off-by: M Q <mingmelvinq@nvidia.com> * Updated/added core classes to support Triton remote inference, and added a new example Signed-off-by: M Q <mingmelvinq@nvidia.com> * GitHub build server complains about conflicts for tritonclient[]>=2.54 for no specific reasons Signed-off-by: M Q <mingmelvinq@nvidia.com> * Fix flake8 complaints Signed-off-by: M Q <mingmelvinq@nvidia.com> * Fix pytype complaints by simplifying code Signed-off-by: M Q <mingmelvinq@nvidia.com> * Remove now unused imports Signed-off-by: M Q <mingmelvinq@nvidia.com> * Addressed all pytype and mypy complaint in new code in the dev env Signed-off-by: M Q <mingmelvinq@nvidia.com> * No complaint in local dev env, but on GitHub Signed-off-by: M Q <mingmelvinq@nvidia.com> * Add model confgi.pbtxt and example env settings Signed-off-by: M Q <mingmelvinq@nvidia.com> * Doc update Signed-off-by: M Q <mingmelvinq@nvidia.com> * update license dates Signed-off-by: M Q <mingmelvinq@nvidia.com> * Updated the copyright year of new files Signed-off-by: M Q <mingmelvinq@nvidia.com> --------- Signed-off-by: M Q <mingmelvinq@nvidia.com> Signed-off-by: Simone Bendazzoli <simben@kth.se>
    
  SimoneBendazzoli93 
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      Jul 17, 2025 
    
    
      
  
    
      
    
  
…roject-MONAI#536) * Adding requirements for Triton client impl Signed-off-by: M Q <mingmelvinq@nvidia.com> * Updated/added core classes to support Triton remote inference, and added a new example Signed-off-by: M Q <mingmelvinq@nvidia.com> * GitHub build server complains about conflicts for tritonclient[]>=2.54 for no specific reasons Signed-off-by: M Q <mingmelvinq@nvidia.com> * Fix flake8 complaints Signed-off-by: M Q <mingmelvinq@nvidia.com> * Fix pytype complaints by simplifying code Signed-off-by: M Q <mingmelvinq@nvidia.com> * Remove now unused imports Signed-off-by: M Q <mingmelvinq@nvidia.com> * Addressed all pytype and mypy complaint in new code in the dev env Signed-off-by: M Q <mingmelvinq@nvidia.com> * No complaint in local dev env, but on GitHub Signed-off-by: M Q <mingmelvinq@nvidia.com> * Add model confgi.pbtxt and example env settings Signed-off-by: M Q <mingmelvinq@nvidia.com> * Doc update Signed-off-by: M Q <mingmelvinq@nvidia.com> * update license dates Signed-off-by: M Q <mingmelvinq@nvidia.com> * Updated the copyright year of new files Signed-off-by: M Q <mingmelvinq@nvidia.com> --------- Signed-off-by: M Q <mingmelvinq@nvidia.com> Signed-off-by: Simone Bendazzoli <simben@kth.se>
    
  SimoneBendazzoli93 
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      Jul 17, 2025 
    
    
      
  
    
      
    
  
…roject-MONAI#536) * Adding requirements for Triton client impl Signed-off-by: M Q <mingmelvinq@nvidia.com> * Updated/added core classes to support Triton remote inference, and added a new example Signed-off-by: M Q <mingmelvinq@nvidia.com> * GitHub build server complains about conflicts for tritonclient[]>=2.54 for no specific reasons Signed-off-by: M Q <mingmelvinq@nvidia.com> * Fix flake8 complaints Signed-off-by: M Q <mingmelvinq@nvidia.com> * Fix pytype complaints by simplifying code Signed-off-by: M Q <mingmelvinq@nvidia.com> * Remove now unused imports Signed-off-by: M Q <mingmelvinq@nvidia.com> * Addressed all pytype and mypy complaint in new code in the dev env Signed-off-by: M Q <mingmelvinq@nvidia.com> * No complaint in local dev env, but on GitHub Signed-off-by: M Q <mingmelvinq@nvidia.com> * Add model confgi.pbtxt and example env settings Signed-off-by: M Q <mingmelvinq@nvidia.com> * Doc update Signed-off-by: M Q <mingmelvinq@nvidia.com> * update license dates Signed-off-by: M Q <mingmelvinq@nvidia.com> * Updated the copyright year of new files Signed-off-by: M Q <mingmelvinq@nvidia.com> --------- Signed-off-by: M Q <mingmelvinq@nvidia.com> Signed-off-by: Simone Bendazzoli <simben@kth.se>
    
  SimoneBendazzoli93 
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      Jul 17, 2025 
    
    
      
  
    
      
    
  
…roject-MONAI#536) * Adding requirements for Triton client impl Signed-off-by: M Q <mingmelvinq@nvidia.com> * Updated/added core classes to support Triton remote inference, and added a new example Signed-off-by: M Q <mingmelvinq@nvidia.com> * GitHub build server complains about conflicts for tritonclient[]>=2.54 for no specific reasons Signed-off-by: M Q <mingmelvinq@nvidia.com> * Fix flake8 complaints Signed-off-by: M Q <mingmelvinq@nvidia.com> * Fix pytype complaints by simplifying code Signed-off-by: M Q <mingmelvinq@nvidia.com> * Remove now unused imports Signed-off-by: M Q <mingmelvinq@nvidia.com> * Addressed all pytype and mypy complaint in new code in the dev env Signed-off-by: M Q <mingmelvinq@nvidia.com> * No complaint in local dev env, but on GitHub Signed-off-by: M Q <mingmelvinq@nvidia.com> * Add model confgi.pbtxt and example env settings Signed-off-by: M Q <mingmelvinq@nvidia.com> * Doc update Signed-off-by: M Q <mingmelvinq@nvidia.com> * update license dates Signed-off-by: M Q <mingmelvinq@nvidia.com> * Updated the copyright year of new files Signed-off-by: M Q <mingmelvinq@nvidia.com> --------- Signed-off-by: M Q <mingmelvinq@nvidia.com> Signed-off-by: Simone Bendazzoli <simben@kth.se>
    
  SimoneBendazzoli93 
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      Jul 17, 2025 
    
    
      
  
    
      
    
  
…roject-MONAI#536) * Adding requirements for Triton client impl Signed-off-by: M Q <mingmelvinq@nvidia.com> * Updated/added core classes to support Triton remote inference, and added a new example Signed-off-by: M Q <mingmelvinq@nvidia.com> * GitHub build server complains about conflicts for tritonclient[]>=2.54 for no specific reasons Signed-off-by: M Q <mingmelvinq@nvidia.com> * Fix flake8 complaints Signed-off-by: M Q <mingmelvinq@nvidia.com> * Fix pytype complaints by simplifying code Signed-off-by: M Q <mingmelvinq@nvidia.com> * Remove now unused imports Signed-off-by: M Q <mingmelvinq@nvidia.com> * Addressed all pytype and mypy complaint in new code in the dev env Signed-off-by: M Q <mingmelvinq@nvidia.com> * No complaint in local dev env, but on GitHub Signed-off-by: M Q <mingmelvinq@nvidia.com> * Add model confgi.pbtxt and example env settings Signed-off-by: M Q <mingmelvinq@nvidia.com> * Doc update Signed-off-by: M Q <mingmelvinq@nvidia.com> * update license dates Signed-off-by: M Q <mingmelvinq@nvidia.com> * Updated the copyright year of new files Signed-off-by: M Q <mingmelvinq@nvidia.com> --------- Signed-off-by: M Q <mingmelvinq@nvidia.com>
    
  SimoneBendazzoli93 
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      Jul 17, 2025 
    
    
      
  
    
      
    
  
…roject-MONAI#536) * Adding requirements for Triton client impl Signed-off-by: M Q <mingmelvinq@nvidia.com> * Updated/added core classes to support Triton remote inference, and added a new example Signed-off-by: M Q <mingmelvinq@nvidia.com> * GitHub build server complains about conflicts for tritonclient[]>=2.54 for no specific reasons Signed-off-by: M Q <mingmelvinq@nvidia.com> * Fix flake8 complaints Signed-off-by: M Q <mingmelvinq@nvidia.com> * Fix pytype complaints by simplifying code Signed-off-by: M Q <mingmelvinq@nvidia.com> * Remove now unused imports Signed-off-by: M Q <mingmelvinq@nvidia.com> * Addressed all pytype and mypy complaint in new code in the dev env Signed-off-by: M Q <mingmelvinq@nvidia.com> * No complaint in local dev env, but on GitHub Signed-off-by: M Q <mingmelvinq@nvidia.com> * Add model confgi.pbtxt and example env settings Signed-off-by: M Q <mingmelvinq@nvidia.com> * Doc update Signed-off-by: M Q <mingmelvinq@nvidia.com> * update license dates Signed-off-by: M Q <mingmelvinq@nvidia.com> * Updated the copyright year of new files Signed-off-by: M Q <mingmelvinq@nvidia.com> --------- Signed-off-by: M Q <mingmelvinq@nvidia.com> Signed-off-by: Simone Bendazzoli <simben@kth.se>
    
  SimoneBendazzoli93 
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…roject-MONAI#536) * Adding requirements for Triton client impl Signed-off-by: M Q <mingmelvinq@nvidia.com> * Updated/added core classes to support Triton remote inference, and added a new example Signed-off-by: M Q <mingmelvinq@nvidia.com> * GitHub build server complains about conflicts for tritonclient[]>=2.54 for no specific reasons Signed-off-by: M Q <mingmelvinq@nvidia.com> * Fix flake8 complaints Signed-off-by: M Q <mingmelvinq@nvidia.com> * Fix pytype complaints by simplifying code Signed-off-by: M Q <mingmelvinq@nvidia.com> * Remove now unused imports Signed-off-by: M Q <mingmelvinq@nvidia.com> * Addressed all pytype and mypy complaint in new code in the dev env Signed-off-by: M Q <mingmelvinq@nvidia.com> * No complaint in local dev env, but on GitHub Signed-off-by: M Q <mingmelvinq@nvidia.com> * Add model confgi.pbtxt and example env settings Signed-off-by: M Q <mingmelvinq@nvidia.com> * Doc update Signed-off-by: M Q <mingmelvinq@nvidia.com> * update license dates Signed-off-by: M Q <mingmelvinq@nvidia.com> * Updated the copyright year of new files Signed-off-by: M Q <mingmelvinq@nvidia.com> --------- Signed-off-by: M Q <mingmelvinq@nvidia.com> Signed-off-by: Simone Bendazzoli <simben@kth.se>
    
  SimoneBendazzoli93 
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…roject-MONAI#536) * Adding requirements for Triton client impl Signed-off-by: M Q <mingmelvinq@nvidia.com> * Updated/added core classes to support Triton remote inference, and added a new example Signed-off-by: M Q <mingmelvinq@nvidia.com> * GitHub build server complains about conflicts for tritonclient[]>=2.54 for no specific reasons Signed-off-by: M Q <mingmelvinq@nvidia.com> * Fix flake8 complaints Signed-off-by: M Q <mingmelvinq@nvidia.com> * Fix pytype complaints by simplifying code Signed-off-by: M Q <mingmelvinq@nvidia.com> * Remove now unused imports Signed-off-by: M Q <mingmelvinq@nvidia.com> * Addressed all pytype and mypy complaint in new code in the dev env Signed-off-by: M Q <mingmelvinq@nvidia.com> * No complaint in local dev env, but on GitHub Signed-off-by: M Q <mingmelvinq@nvidia.com> * Add model confgi.pbtxt and example env settings Signed-off-by: M Q <mingmelvinq@nvidia.com> * Doc update Signed-off-by: M Q <mingmelvinq@nvidia.com> * update license dates Signed-off-by: M Q <mingmelvinq@nvidia.com> * Updated the copyright year of new files Signed-off-by: M Q <mingmelvinq@nvidia.com> --------- Signed-off-by: M Q <mingmelvinq@nvidia.com> Signed-off-by: Simone Bendazzoli <simben@kth.se>
    
  SimoneBendazzoli93 
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      Jul 17, 2025 
    
    
      
  
    
      
    
  
…roject-MONAI#536) * Adding requirements for Triton client impl Signed-off-by: M Q <mingmelvinq@nvidia.com> * Updated/added core classes to support Triton remote inference, and added a new example Signed-off-by: M Q <mingmelvinq@nvidia.com> * GitHub build server complains about conflicts for tritonclient[]>=2.54 for no specific reasons Signed-off-by: M Q <mingmelvinq@nvidia.com> * Fix flake8 complaints Signed-off-by: M Q <mingmelvinq@nvidia.com> * Fix pytype complaints by simplifying code Signed-off-by: M Q <mingmelvinq@nvidia.com> * Remove now unused imports Signed-off-by: M Q <mingmelvinq@nvidia.com> * Addressed all pytype and mypy complaint in new code in the dev env Signed-off-by: M Q <mingmelvinq@nvidia.com> * No complaint in local dev env, but on GitHub Signed-off-by: M Q <mingmelvinq@nvidia.com> * Add model confgi.pbtxt and example env settings Signed-off-by: M Q <mingmelvinq@nvidia.com> * Doc update Signed-off-by: M Q <mingmelvinq@nvidia.com> * update license dates Signed-off-by: M Q <mingmelvinq@nvidia.com> * Updated the copyright year of new files Signed-off-by: M Q <mingmelvinq@nvidia.com> --------- Signed-off-by: M Q <mingmelvinq@nvidia.com> Signed-off-by: Simone Bendazzoli <simben@kth.se>
  
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This pull request adds support for performing inference on remote Triton Inference Server, with ease of use
Also added the following files to the example application folder:
The Quality Gate failure is due to the example app has duplicated code, which is true as it has exactly the same app inference operator as the Spleen Seg app with in-proc Torch model hosting. We have each example app folder contain all necessary code for ease of use, hence have to tolerate the duplicates with a few hundred lines of code.