{"id":22061938,"url":"https://github.com/ts-azure-services/batch-doc-pipeline","last_synced_at":"2025-03-23T17:28:59.391Z","repository":{"id":241056265,"uuid":"803528970","full_name":"ts-azure-services/batch-doc-pipeline","owner":"ts-azure-services","description":null,"archived":false,"fork":false,"pushed_at":"2024-07-05T06:36:07.000Z","size":54,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-01-28T23:29:44.915Z","etag":null,"topics":["azure-ai-document-intelligence","azure-ml","batch-pipeline","form-recognizer","pdf-processing"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/ts-azure-services.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2024-05-20T22:39:06.000Z","updated_at":"2024-07-05T06:36:10.000Z","dependencies_parsed_at":"2024-05-22T07:26:37.420Z","dependency_job_id":"56806a57-d0fe-4aee-acb2-4002dae75240","html_url":"https://github.com/ts-azure-services/batch-doc-pipeline","commit_stats":null,"previous_names":["ts-azure-services/batch-doc-pipeline"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ts-azure-services%2Fbatch-doc-pipeline","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ts-azure-services%2Fbatch-doc-pipeline/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ts-azure-services%2Fbatch-doc-pipeline/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ts-azure-services%2Fbatch-doc-pipeline/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ts-azure-services","download_url":"https://codeload.github.com/ts-azure-services/batch-doc-pipeline/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245139667,"owners_count":20567217,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["azure-ai-document-intelligence","azure-ml","batch-pipeline","form-recognizer","pdf-processing"],"created_at":"2024-11-30T18:16:40.109Z","updated_at":"2025-03-23T17:28:59.360Z","avatar_url":"https://github.com/ts-azure-services.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# batch-doc-pipeline\nThe purpose of this repo is to setup a batch pipeline to process PDFs into text files leveraging Azure ML's native pipeline\ncapabilities and Azure Form Recognizer (soon to be Azure AI Document Intelligence). This is a custom version of this [repo](https://github.com/ts-azure-services/document-extraction-pipeline), though this repo does not split PDFs by pages.\n\n### Other considerations\n- With PDF file names, ensure special characters like `+` don't cause issues while processing. This is not specifically handled in\n  the above operations.\n- Given the size of the PDF files being processed, this can sometimes lead to out of memory issues. Either change the compute\n  configuration or have a way of filtering out larger items to process independently.\n- As of the current update (May 2024), [azure-ai-form-recognizer](https://pypi.org/project/azure-ai-formrecognizer/) was version 3.1 and GA. Over time, however this will give way to\n  [azure-ai-documentintelligence](https://pypi.org/project/azure-ai-documentintelligence/) which is currently version 4.0 and in preview. This repo uses the former.\n- In terms of RBAC, both the Azure ML workspace and the service principal have `Contributor` access to the storage account.\n  Additionally, the workspace has `Storage Blob Data Contributor` access to the storage account.\n- Note about for Form Recognizer, you can [auto-scale](https://learn.microsoft.com/en-us/azure/ai-services/autoscale?tabs=portal) to avoid throttling issues.\n- Critical to understand which SDK version maps to which API as listed [here](https://learn.microsoft.com/en-us/python/api/overview/azure/ai-formrecognizer-readme?view=azure-python).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fts-azure-services%2Fbatch-doc-pipeline","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fts-azure-services%2Fbatch-doc-pipeline","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fts-azure-services%2Fbatch-doc-pipeline/lists"}