{"id":28493404,"url":"https://github.com/qdrant/demo-colpali-optimized","last_synced_at":"2025-10-15T03:27:55.343Z","repository":{"id":264021549,"uuid":"892120138","full_name":"qdrant/demo-colpali-optimized","owner":"qdrant","description":null,"archived":false,"fork":false,"pushed_at":"2024-11-21T15:39:33.000Z","size":15937,"stargazers_count":35,"open_issues_count":2,"forks_count":4,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-10-14T13:17:24.814Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Jupyter Notebook","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/qdrant.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":"2024-11-21T14:44:56.000Z","updated_at":"2025-10-04T15:46:29.000Z","dependencies_parsed_at":"2024-11-21T15:45:57.846Z","dependency_job_id":null,"html_url":"https://github.com/qdrant/demo-colpali-optimized","commit_stats":null,"previous_names":["qdrant/demo-colpali-optimized"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/qdrant/demo-colpali-optimized","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/qdrant%2Fdemo-colpali-optimized","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/qdrant%2Fdemo-colpali-optimized/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/qdrant%2Fdemo-colpali-optimized/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/qdrant%2Fdemo-colpali-optimized/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/qdrant","download_url":"https://codeload.github.com/qdrant/demo-colpali-optimized/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/qdrant%2Fdemo-colpali-optimized/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":279042723,"owners_count":26091313,"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","status":"online","status_checked_at":"2025-10-15T02:00:07.814Z","response_time":56,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"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":[],"created_at":"2025-06-08T09:08:41.732Z","updated_at":"2025-10-15T03:27:55.338Z","avatar_url":"https://github.com/qdrant.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# ColPali Retrieval Optimization Demo\n\nThis repository demonstrates how to optimize **ColPali-based PDF retrieval** using **Qdrant**, with a focus on improving retrieval speed while maintaining quality. The project includes two Jupyter notebooks with experiments and results.\n\n## Repository Structure\n\n\n- **`ColPali as a reranker I.ipynb`**\n  Covers the initial setup and data preparation:\n  - Combining ViDoRe, UFO, and DocVQA datasets into a single collection.\n  - Uploading vectors to a Qdrant collection.\n\n- **`ColPali as a reranker II.ipynb`**\n  Focuses on retrieval experiments:\n  - Using pooled vectors for first-stage retrieval and ColPali for reranking.\n  - Comparing retrieval quality and speed between pooled and original vectors.\n  - Exploring optimizations such as cutting \u003cpad\u003e tokens and binary quantization.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fqdrant%2Fdemo-colpali-optimized","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fqdrant%2Fdemo-colpali-optimized","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fqdrant%2Fdemo-colpali-optimized/lists"}