{"id":28477135,"url":"https://github.com/milvus-io/milvus-model","last_synced_at":"2025-10-10T15:01:39.063Z","repository":{"id":228702398,"uuid":"774339341","full_name":"milvus-io/milvus-model","owner":"milvus-io","description":"A library integrating embedding and reranker models from OpenAI, SentenceTransformers etc for semantic search in vector database.","archived":false,"fork":false,"pushed_at":"2025-03-31T08:45:02.000Z","size":130,"stargazers_count":42,"open_issues_count":10,"forks_count":27,"subscribers_count":11,"default_branch":"main","last_synced_at":"2025-06-07T15:49:13.638Z","etag":null,"topics":["ai","embedding","nlp","rag","reranker"],"latest_commit_sha":null,"homepage":"https://milvus.io/docs/embeddings.md","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/milvus-io.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","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":"2024-03-19T11:29:57.000Z","updated_at":"2025-05-17T22:45:58.000Z","dependencies_parsed_at":"2024-04-09T03:29:17.351Z","dependency_job_id":"a13e6580-4e31-4e7e-96c1-ab0bee4dde18","html_url":"https://github.com/milvus-io/milvus-model","commit_stats":null,"previous_names":["milvus-io/milvus-model"],"tags_count":16,"template":false,"template_full_name":null,"purl":"pkg:github/milvus-io/milvus-model","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/milvus-io%2Fmilvus-model","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/milvus-io%2Fmilvus-model/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/milvus-io%2Fmilvus-model/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/milvus-io%2Fmilvus-model/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/milvus-io","download_url":"https://codeload.github.com/milvus-io/milvus-model/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/milvus-io%2Fmilvus-model/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":263184593,"owners_count":23427050,"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":["ai","embedding","nlp","rag","reranker"],"created_at":"2025-06-07T15:40:47.402Z","updated_at":"2025-10-10T15:01:33.972Z","avatar_url":"https://github.com/milvus-io.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Milvus Model Lib\n\nThe `milvus-model` library provides the integration with common embedding and reranker models for Milvus, a high performance open-source vector database built for AI applications.  `milvus-model` lib is included as a dependency in `pymilvus`, the Python SDK of Milvus.\n\n`milvus-model` supports embedding and reranker models from service providers like OpenAI, Voyage AI, Cohere, and open-source models through SentenceTransformers or Hugging Face [Text Embeddings Inference (TEI)](https://github.com/huggingface/text-embeddings-inference) .\n\n`milvus-model` supports Python 3.8 and above.\n\n## Installation\n\nIf you use `pymilvus`, you can install `milvus-model` through its alias `pymilvus[model]`:\n```bash\npip install pymilvus[model] \n# or pip install \"pymilvus[model]\" for zsh.\n```\n\nYou can also install it directly:\n```bash\npip install pymilvus.model\n```\n\nTo upgrade milvus-model to the latest version, use:\n```\npip install pymilvus.model --upgrade\n```\nIf milvus-model was initially installed as part of the PyMilvus optional components, you should also upgrade PyMilvus to ensure compatibility. This can be done with:\n```\npip install pymilvus[model] --upgrade\n```\nIf you need to install a specific version of milvus-model, specify the version number:\n```bash\npip install pymilvus.model==0.3.0\n```\nThis command installs version 0.3.0 of milvus-model.\n\n\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmilvus-io%2Fmilvus-model","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmilvus-io%2Fmilvus-model","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmilvus-io%2Fmilvus-model/lists"}