BERT QA on Azure ML with Triton Demo

Description

This repository shows to deploy BERT QA model on Azure Machine Learning with NVIDIA Triton Inference Server for high performance inferencing. It includes a set of scripts and a Jupyter Notebook that details the step by step guides.

Prerequisite

To successfully run the included Jupyter Notebook, you need the followings:

Ensure you have a config.json from Azure ML, saved in the root of the directory. To create one use the create_config method.
Azure SDK for Python. Refer to the documentation.
NVIDIA TensorRT optimized BERT QA model. Refer to the developer blog to create one before you proceed.

Viewing the Jupyter Notebook in NGC

To take a look at this, or any other, notebook; follow these steps:

Navigate to the File Browser tab of the asset in NGC
Select the version you'd like to see
Under the actions menu (three dots) for the .ipynb file select \"View Jupyter\"
There you have it! You can read a notebook for documentation and copy code samples without ever leaving NGC.

References

If you're new to Azure Machine Learning deployments, check out How and where to deploy models and Troubleshooting and debugging for additional resources.
\nIf you're new to the NVIDIA Triton Inference Server, check out this information page and the Github page

End User License Agreements

Refer to the following NVIDIA End User License Agreements, included in LICENSE file.

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It includes a set of scripts and a Jupyter Notebook that details the step by step guides.\n\n## Prerequisite \nTo successfully run the included Jupyter Notebook, you need the followings: \n1. Ensure you have a `config.json` from Azure ML, saved in the root of the directory. To create one use the [create_config method](https://docs.microsoft.com/en-us/azure/machine-learning/how-to-configure-environment). \n2. Azure SDK for Python. Refer to the [documentation](https://docs.microsoft.com/en-us/azure/developer/python/azure-sdk-overview). \n3. NVIDIA TensorRT optimized BERT QA model. Refer to the [developer blog](https://developer.nvidia.com/blog/optimizing-and-accelerating-ai-inference-with-tensorrt-container-from-ngc/) to create one before you proceed. \n\n## Viewing the Jupyter Notebook in NGC\nTo take a look at this, or any other, notebook; follow these steps:\n1. Navigate to the File Browser tab of the asset in NGC\n2. Select the version you'd like to see\n3. Under the actions menu (three dots) for the .ipynb file select \"View Jupyter\"\n4. There you have it! You can read a notebook for documentation and copy code samples without ever leaving NGC.\n\n## References \nIf you're new to Azure Machine Learning deployments, check out [How and where to deploy models](https://docs.microsoft.com/azure/machine-learning/how-to-deploy-and-where?tabs=azcli) and [Troubleshooting and debugging](https://docs.microsoft.com/azure/machine-learning/how-to-troubleshoot-deployment) for additional resources. \nIf you're new to the NVIDIA Triton Inference Server, check out [this information page](https://developer.nvidia.com/nvidia-triton-inference-server) and [the Github page](https://github.com/triton-inference-server/server) \n\n\n## End User License Agreements\nRefer to the following NVIDIA End User License Agreements, included in **LICENSE** file.","displayName","BERT QA on Azure ML with Triton Demo",["D",1680631894757],"publisher","NVIDIA","latestVersion","collectionCounts","imageUrl","/api/image/nvidia/-/resources/azureml_triton_bert_demo","rawImageUrl","https://assets.nvidiagrid.net/ngc/logos/Tutorials.png","canGuestDownload","latestVersionSizeInBytes","licenseTerms","isMultinodeEnabled","isMultiArchitecture","bias","explainability","privacy","safetyAndSecurity","featureLabels",[],"displayLabels",[270,271,272,273,274],"policyLabels",[],"systemLabels",[],"products",[],"hasNimMetadata",{"_239":291,"_276":291,"_278":292,"_280":88},{"_239":289,"_276":289,"_278":290,"_280":88},{"_239":287,"_276":287,"_278":288,"_280":88},{"_239":283,"_276":284,"_278":285,"_280":88},{"_239":275,"_276":277,"_278":279,"_280":88},"Triton Inference Server","value","pltfm_triton_inference_server","filter",{"_281":282,"_276":277},"category","field","platform","Natural Language Understanding","uscs_natural_language_understanding",{"_281":286,"_276":284},"application","BERT",{"_281":88,"_276":287},"AZURE",{"_281":88,"_276":289},"AKS",{"_281":88,"_276":291},{"_153":1468,"_155":1469},"ngcApps",[1421],"csaApiBaseUrl","https://www.nvidia.com/ai-agents/csa-agent/dcsm","datadogRum",{"_1402":1403,"_1404":1405,"_1406":1407,"_1408":1409,"_1410":304,"_110":328,"_1411":1412,"_1413":59,"_1414":91,"_1415":91,"_1416":1417,"_1418":91,"_1419":1420},"amplitude",{"_1399":1400,"_1002":-7,"_1401":34},"disableJs","environment","prod","featureFlagsBlob","JTdCJTIydGVzdEZsYWclMjIlM0FmYWxzZSUyQyUyMnNob3dTZWFyY2hMYWJlbFNldEZpbHRlcnMlMjIlM0FmYWxzZSUyQyUyMmNoaW5hTmltRGlzdHJpYnV0b3JzUmVkZXNpZ24lMjIlM0F0cnVlJTJDJTIyZW5hYmxlQ3NhV2lkZ2V0JTIyJTNBZmFsc2UlMkMlMjJlbmFibGVQcm9kdWN0R3JvdXBpbmdCeVN1YnNjcmlwdGlvbiUyMiUzQWZhbHNlJTJDJTIyY29udGFpbmVyU2Nhbm5pbmdSZWRlc2lnbk0xJTIyJTNBdHJ1ZSU3RA==","featureFlagsGuarded","isDevLikeEnv","isPlaywright","isMobileDevice","categorizedOrgs",{"_1393":1394,"_1395":1396,"_1397":1398},"currentOrgContext","currentContextRoles",[],"enterpriseOrgs",[],"locale","en","ngcApiOrigin","ngcHelmOrigin","origin","https://catalog.ngc.nvidia.com","usesMocks","theme","year",2026,"1.7.3","defaultSearchSuggestions",{"_1277":409,"_1278":1279,"_1280":1281,"_1282":1283},"announcements",[],"consentState",{"_366":1267,"_1268":34,"_1269":34,"_1270":91,"_1271":1272},"consentConfig",{"_348":349,"_350":351,"_352":353,"_354":355,"_356":357,"_358":359,"_360":361,"_362":363,"_364":365,"_366":367},"showContactAdmin",1784375886226,[],[],[342,343,344,345,346,347],{"_48":63,"_50":74,"_52":148,"_54":-5,"_56":-5,"_58":59},{"_48":63,"_50":70,"_52":148,"_54":-5,"_56":-5,"_58":59},{"_48":63,"_50":68,"_52":148,"_54":-5,"_56":-5,"_58":59},{"_48":63,"_50":64,"_52":148,"_54":-5,"_56":-5,"_58":59},{"_48":60,"_50":61,"_52":53,"_54":55,"_56":57,"_58":59},{"_48":49,"_50":51,"_52":148,"_54":-5,"_56":-5,"_58":59},"mainInfoText","We and our third-party partners (including social media, advertising, and analytics partners) use cookies and other tracking technologies to collect, store, monitor, and process certain information about you when you visit our website. 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