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Title: GitHub - intel/document-automation: Document Automation Reference Kit

Open Graph Title: GitHub - intel/document-automation: Document Automation Reference Kit

X Title: GitHub - intel/document-automation: Document Automation Reference Kit

Description: Document Automation Reference Kit. Contribute to intel/document-automation development by creating an account on GitHub.

Open Graph Description: Document Automation Reference Kit. Contribute to intel/document-automation development by creating an account on GitHub.

X Description: Document Automation Reference Kit. Contribute to intel/document-automation development by creating an account on GitHub.

Mail addresses
webadmin@linux.intel.com

Opengraph URL: https://github.com/intel/document-automation

X: @github

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assets	https://patch-diff.githubusercontent.com/intel/document-automation/tree/main/assets
chart	https://patch-diff.githubusercontent.com/intel/document-automation/tree/main/chart
chart	https://patch-diff.githubusercontent.com/intel/document-automation/tree/main/chart
configs	https://patch-diff.githubusercontent.com/intel/document-automation/tree/main/configs
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CODE_OF_CONDUCT.md	https://patch-diff.githubusercontent.com/intel/document-automation/blob/main/CODE_OF_CONDUCT.md
CONTRIBUTING.md	https://patch-diff.githubusercontent.com/intel/document-automation/blob/main/CONTRIBUTING.md
CONTRIBUTING.md	https://patch-diff.githubusercontent.com/intel/document-automation/blob/main/CONTRIBUTING.md
LICENSE	https://patch-diff.githubusercontent.com/intel/document-automation/blob/main/LICENSE
LICENSE	https://patch-diff.githubusercontent.com/intel/document-automation/blob/main/LICENSE
README.md	https://patch-diff.githubusercontent.com/intel/document-automation/blob/main/README.md
README.md	https://patch-diff.githubusercontent.com/intel/document-automation/blob/main/README.md
README	https://patch-diff.githubusercontent.com/intel/document-automation
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BSD-3-Clause license	https://patch-diff.githubusercontent.com/intel/document-automation
Security	https://patch-diff.githubusercontent.com/intel/document-automation
	https://patch-diff.githubusercontent.com/intel/document-automation#document-automation-reference-use-case
	https://patch-diff.githubusercontent.com/intel/document-automation#introduction
	https://patch-diff.githubusercontent.com/intel/document-automation#solution-technical-overview
How It Works	https://patch-diff.githubusercontent.com/intel/document-automation#how-it-works
	https://patch-diff.githubusercontent.com/intel/document-automation/blob/main/assets/usecase-architecture.PNG
	https://patch-diff.githubusercontent.com/intel/document-automation#solution-technical-details
this paper	https://aclanthology.org/2022.findings-acl.105.pdf
Dureader-vis	https://github.com/baidu/DuReader/tree/master/DuReader-vis
Intel's open domain question answering workflow	https://github.com/intel/open-domain-question-and-answer
	https://patch-diff.githubusercontent.com/intel/document-automation#retrieval-performance-of-the-dev-set-queries-on-the-entire-indexed-dureader-vis-dataset
	https://patch-diff.githubusercontent.com/intel/document-automation#validated-hardware-details
	https://patch-diff.githubusercontent.com/intel/document-automation#how-it-works
How to customize this reference kit	https://patch-diff.githubusercontent.com/intel/document-automation#how-to-customize-this-reference-kit
	https://patch-diff.githubusercontent.com/intel/document-automation#dense-passage-retriever-dpr-fine-tuning
the original DPR paper	https://arxiv.org/abs/2004.04906
infoxlm-base model pretrained by Microsoft	https://aclanthology.org/2021.naacl-main.280/
	https://patch-diff.githubusercontent.com/intel/document-automation#image-to-document-indexing
FAISS	https://github.com/facebookresearch/faiss
	https://patch-diff.githubusercontent.com/intel/document-automation/blob/main/assets/indexing-architecture.PNG
	https://patch-diff.githubusercontent.com/intel/document-automation#deployment
	https://patch-diff.githubusercontent.com/intel/document-automation/blob/main/assets/retrieval-architecture.png
	https://patch-diff.githubusercontent.com/intel/document-automation#get-started
	https://patch-diff.githubusercontent.com/intel/document-automation#set-up-environment-variables-on-your-machines
	https://patch-diff.githubusercontent.com/intel/document-automation#set-up-work-directories-on-nfs-and-local-disk-of-head-node
	https://patch-diff.githubusercontent.com/intel/document-automation/blob/main/assets/folder-structure.png
Troubleshooting	https://patch-diff.githubusercontent.com/intel/document-automation#troubleshooting
	https://patch-diff.githubusercontent.com/intel/document-automation#download-the-workflow-repository
	https://patch-diff.githubusercontent.com/intel/document-automation#download-the-datasets
dataset source	https://github.com/baidu/DuReader/tree/master/DuReader-vis
	https://patch-diff.githubusercontent.com/intel/document-automation#option-1-download-entire-dureader-vis-dataset-with-one-click-script
	https://patch-diff.githubusercontent.com/intel/document-automation#option-2-download-entire-or-only-one-part-of-dureader-vis-dataset-manually
	https://patch-diff.githubusercontent.com/intel/document-automation#supported-runtime-environment
multi-node distributed indexing pipeline	https://patch-diff.githubusercontent.com/intel/document-automation#run-indexing-pipeline-with-multi-node
Argo	https://patch-diff.githubusercontent.com/intel/document-automation#run-using-argo
bring your own scripts	https://patch-diff.githubusercontent.com/intel/document-automation#bring-your-own-scripts
run containers interactively	https://patch-diff.githubusercontent.com/intel/document-automation#run-docker-container-in-an-interactive-environment
instructions	https://patch-diff.githubusercontent.com/intel/document-automation#run-single-node-fine-tuning-and-indexing-pipelines-with-one-line-of-docker-compose
	https://patch-diff.githubusercontent.com/intel/document-automation#run-using-docker
	https://patch-diff.githubusercontent.com/intel/document-automation#set-up-docker-engine
Docker Engine Server installation instructions	https://docs.docker.com/engine/install/#server
Set up the Azure Machine Learning Account	https://azure.microsoft.com/en-us/free/machine-learning
Configure the Azure credentials using the Command-Line Interface	https://docs.microsoft.com/en-us/cli/azure/authenticate-azure-cli
Compute targets in Azure Machine Learning	https://learn.microsoft.com/en-us/azure/machine-learning/concept-compute-target
Virtual Machine Products Available in Your Region	https://azure.microsoft.com/en-us/explore/global-infrastructure/products-by-region/?products=virtual-machines®ions=us-east
	https://patch-diff.githubusercontent.com/intel/document-automation#setup-docker-compose
Docker Compose installation documentation	https://docs.docker.com/compose/install/linux/#install-the-plugin-manually
	https://patch-diff.githubusercontent.com/intel/document-automation#set-up-docker-image
	https://patch-diff.githubusercontent.com/intel/document-automation#run-single-node-preprocessing-pipeline
dataset source	https://github.com/baidu/DuReader/tree/master/DuReader-vis
this section	https://patch-diff.githubusercontent.com/intel/document-automation#customize-data-preprocessing-pipeline
	https://patch-diff.githubusercontent.com/intel/document-automation#run-single-node-dpr-fine-tuning-pipeline
Customize Fine Tuning Pipeline	https://patch-diff.githubusercontent.com/intel/document-automation#customize-DPR-fine-tuning-pipeline
Get Started	https://patch-diff.githubusercontent.com/intel/document-automation#get-started
here	https://patch-diff.githubusercontent.com/intel/document-automation/blob/main/assets/Customization.md#customize-dpr-fine-tuning-pipeline
	https://patch-diff.githubusercontent.com/intel/document-automation#run-indexing-pipeline
this section	https://patch-diff.githubusercontent.com/intel/document-automation#run-indexing-pipeline-with-single-node
this section	https://patch-diff.githubusercontent.com/intel/document-automation#run-indexing-pipeline-with-multi-node
Customize Indexing Pipeline	https://patch-diff.githubusercontent.com/intel/document-automation#customize-indexing-pipeline
Troubleshooting	https://patch-diff.githubusercontent.com/intel/document-automation#troubleshooting
	https://patch-diff.githubusercontent.com/intel/document-automation#run-indexing-pipeline-with-single-node
Get Started	https://patch-diff.githubusercontent.com/intel/document-automation#get-started
	https://patch-diff.githubusercontent.com/intel/document-automation#step-1-run-the-database-containers
Troubleshooting	https://patch-diff.githubusercontent.com/intel/document-automation#troubleshooting
	https://patch-diff.githubusercontent.com/intel/document-automation#step-2-run-single-node-indexing-pipeline
	https://patch-diff.githubusercontent.com/intel/document-automation#step-3-evaluate-retrieval-performance-with-docker-compose
the table above	https://patch-diff.githubusercontent.com/intel/document-automation#retrieval-performance-of-the-dev-set-queries-on-the-entire-indexed-dureader-vis-dataset
Troubleshooting	https://patch-diff.githubusercontent.com/intel/document-automation#troubleshooting
	https://patch-diff.githubusercontent.com/intel/document-automation#step-4-stop-and-remove-all-the-services
	https://patch-diff.githubusercontent.com/intel/document-automation#run-indexing-pipeline-with-multi-node
Run Single-Node Preprocessing Pipeline	https://patch-diff.githubusercontent.com/intel/document-automation#run-single-node-preprocessing-pipeline
Run Single-Node DPR Fine-Tuning Pipeline	https://patch-diff.githubusercontent.com/intel/document-automation#run-single-node-DPR-fine-tuning-pipeline
	https://patch-diff.githubusercontent.com/intel/document-automation#step-1-start-containers-on-head-node-and-worker-nodes
	https://patch-diff.githubusercontent.com/intel/document-automation#step-2-run-the-multi-node-distributed-indexing-pipeline
	https://patch-diff.githubusercontent.com/intel/document-automation#step-3-evaluate-retrieval-performance
the table above	https://patch-diff.githubusercontent.com/intel/document-automation#retrieval-performance-of-the-dev-set-queries-on-the-entire-indexed-dureader-vis-dataset
Troubleshooting	https://patch-diff.githubusercontent.com/intel/document-automation#troubleshooting
	https://patch-diff.githubusercontent.com/intel/document-automation#step-4-stop-containers-on-head-node-and-worker-nodes
	https://patch-diff.githubusercontent.com/intel/document-automation#faq-for-the-indexing-pipeline
	https://patch-diff.githubusercontent.com/intel/document-automation#run-single-node-indexing-and-performance-retrieval-pipelines-with-one-line-of-docker-compose
deployment pipeline	https://patch-diff.githubusercontent.com/intel/document-automation#run-single-node-deployment-pipeline
this section	https://patch-diff.githubusercontent.com/intel/document-automation#step-1-run-the-database-containers
	https://patch-diff.githubusercontent.com/intel/document-automation#run-single-node-deployment-pipeline
Get Started	https://patch-diff.githubusercontent.com/intel/document-automation#get-started
Run DPR Fine Tuning Pipeline	https://patch-diff.githubusercontent.com/intel/document-automation#run-single-node-dpr-fine-tuning-pipeline
Run Indexing Pipeline	https://patch-diff.githubusercontent.com/intel/document-automation#run-indexing-pipeline
this section	https://patch-diff.githubusercontent.com/intel/document-automation#customize-deployment-pipeline
this section	https://patch-diff.githubusercontent.com/intel/document-automation#deployment
	https://patch-diff.githubusercontent.com/intel/document-automation/blob/main/assets/demo.PNG
	https://patch-diff.githubusercontent.com/intel/document-automation#deploy-on-a-different-machine
Get Started	https://patch-diff.githubusercontent.com/intel/document-automation#get-started
	https://patch-diff.githubusercontent.com/intel/document-automation#run-using-argo
	https://patch-diff.githubusercontent.com/intel/document-automation#1-install-helm
Helm	https://helm.sh/docs/intro/install/
	https://patch-diff.githubusercontent.com/intel/document-automation#2-setting-up-k8s
Argo Workflows	https://argoproj.github.io/argo-workflows/quick-start/
Argo CLI	https://github.com/argoproj/argo-workflows/releases
Artifact Repository	https://argoproj.github.io/argo-workflows/configure-artifact-repository/
	https://patch-diff.githubusercontent.com/intel/document-automation#3-install-workflow-template
Hardware Requirements	https://patch-diff.githubusercontent.com/intel/document-automation#validated-hardware-details
Helm Chart README	https://patch-diff.githubusercontent.com/intel/document-automation/blob/main/chart/README.md
values.yaml	https://patch-diff.githubusercontent.com/intel/document-automation/blob/main/chart/values.yaml
	https://patch-diff.githubusercontent.com/intel/document-automation#4-view
	https://patch-diff.githubusercontent.com/intel/document-automation#5-see-result-in-web-ui
	https://patch-diff.githubusercontent.com/intel/document-automation#summary-and-next-steps
	https://patch-diff.githubusercontent.com/intel/document-automation#how-to-customize-this-reference-kit
	https://patch-diff.githubusercontent.com/intel/document-automation#customize-data-preprocessing-pipeline
haystack tutorial	https://haystack.deepset.ai/tutorials/09_dpr_training
	https://patch-diff.githubusercontent.com/intel/document-automation#customize-dpr-fine-tuning-pipeline
here	https://patch-diff.githubusercontent.com/intel/document-automation/blob/main/assets/Customization.md#customize-dpr-fine-tuning-pipeline
	https://patch-diff.githubusercontent.com/intel/document-automation#customize-indexing-pipeline
here	https://patch-diff.githubusercontent.com/intel/document-automation/blob/main/assets/Customization.md#customize-indexing-pipeline
Customize fine tuning pipeline	https://patch-diff.githubusercontent.com/intel/document-automation#customize-dpr-fine-tuning-pipeline
	https://patch-diff.githubusercontent.com/intel/document-automation#customize-deployment-pipeline
this section	https://patch-diff.githubusercontent.com/intel/document-automation/blob/main/assets/Customization.md#customize-deployment-pipeline
	https://patch-diff.githubusercontent.com/intel/document-automation#using-kuberay-to-accelerate-the-indexing-process
Ray on Kubernetes	https://docs.ray.io/en/latest/cluster/kubernetes/index.html#ray-on-kubernetes
KubeRay Docs	https://ray-project.github.io/kuberay/
KubeRay GitHub Repository	https://github.com/ray-project/kuberay
	https://patch-diff.githubusercontent.com/intel/document-automation#for-advanced-users
	https://patch-diff.githubusercontent.com/intel/document-automation#bring-your-own-scripts
this section	https://patch-diff.githubusercontent.com/intel/document-automation#step-1-run-the-database-containers
	https://patch-diff.githubusercontent.com/intel/document-automation#run-docker-container-in-an-interactive-environment
	https://patch-diff.githubusercontent.com/intel/document-automation#learn-more
Intel's Open Domain Question Answering workflow	https://github.com/intel/open-domain-question-and-answer
Developer Catalog	https://developer.intel.com/aireferenceimplementations
Intel® AI Analytics Toolkit (AI Kit)	https://www.intel.com/content/www/us/en/developer/tools/oneapi/ai-analytics-toolkit.html
	https://patch-diff.githubusercontent.com/intel/document-automation#troubleshooting
	https://patch-diff.githubusercontent.com/intel/document-automation#support
	https://patch-diff.githubusercontent.com/intel/document-automation#disclaimer
Intel's Global Human Rights Principles	https://www.intel.com/content/www/us/en/policy/policy-human-rights.html
Trademarks	https://www.intel.com/content/www/us/en/legal/trademarks.html
https://www.ffmpeg.org/legal.html	https://www.ffmpeg.org/legal.html
nlp	https://patch-diff.githubusercontent.com/topics/nlp
ocr	https://patch-diff.githubusercontent.com/topics/ocr
retrieval	https://patch-diff.githubusercontent.com/topics/retrieval
semantic-search	https://patch-diff.githubusercontent.com/topics/semantic-search
dpr	https://patch-diff.githubusercontent.com/topics/dpr
odqa	https://patch-diff.githubusercontent.com/topics/odqa
Readme	https://patch-diff.githubusercontent.com/intel/document-automation#readme-ov-file
BSD-3-Clause license	https://patch-diff.githubusercontent.com/intel/document-automation#BSD-3-Clause-1-ov-file
Code of conduct	https://patch-diff.githubusercontent.com/intel/document-automation#coc-ov-file
Contributing	https://patch-diff.githubusercontent.com/intel/document-automation#contributing-ov-file
Security policy	https://patch-diff.githubusercontent.com/intel/document-automation#security-ov-file
Please reload this page	https://patch-diff.githubusercontent.com/intel/document-automation
Activity	https://patch-diff.githubusercontent.com/intel/document-automation/activity
Custom properties	https://patch-diff.githubusercontent.com/intel/document-automation/custom-properties
15 stars	https://patch-diff.githubusercontent.com/intel/document-automation/stargazers
3 watching	https://patch-diff.githubusercontent.com/intel/document-automation/watchers
7 forks	https://patch-diff.githubusercontent.com/intel/document-automation/forks
Report repository	https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fintel%2Fdocument-automation&report=intel+%28user%29
Releases 1	https://patch-diff.githubusercontent.com/intel/document-automation/releases
v1.0 Latest Aug 3, 2023	https://patch-diff.githubusercontent.com/intel/document-automation/releases/tag/v1.0
Packages 0	https://patch-diff.githubusercontent.com/orgs/intel/packages?repo_name=document-automation
Please reload this page	https://patch-diff.githubusercontent.com/intel/document-automation
Contributors 5	https://patch-diff.githubusercontent.com/intel/document-automation/graphs/contributors
Please reload this page	https://patch-diff.githubusercontent.com/intel/document-automation
Python 80.7%	https://patch-diff.githubusercontent.com/intel/document-automation/search?l=python
Shell 19.1%	https://patch-diff.githubusercontent.com/intel/document-automation/search?l=shell
Pascal 0.2%	https://patch-diff.githubusercontent.com/intel/document-automation/search?l=pascal
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

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