{"id":21901338,"url":"https://github.com/patw/instructorvec","last_synced_at":"2026-05-20T14:41:58.744Z","repository":{"id":215373268,"uuid":"738776122","full_name":"patw/InstructorVec","owner":"patw","description":"Create dense vectors using the instructor-large model, running on CPU in quantized mode (fast!)","archived":false,"fork":false,"pushed_at":"2024-02-21T01:58:00.000Z","size":7,"stargazers_count":0,"open_issues_count":0,"forks_count":1,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-01-27T06:43:40.957Z","etag":null,"topics":["instructor-embeddings","vector-database","vectorization"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/patw.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":"2024-01-04T02:41:50.000Z","updated_at":"2024-01-04T02:42:59.000Z","dependencies_parsed_at":null,"dependency_job_id":"824703ef-3515-4f23-84c9-3567dc7b94d0","html_url":"https://github.com/patw/InstructorVec","commit_stats":null,"previous_names":["patw/instructorvec"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/patw%2FInstructorVec","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/patw%2FInstructorVec/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/patw%2FInstructorVec/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/patw%2FInstructorVec/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/patw","download_url":"https://codeload.github.com/patw/InstructorVec/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":244913331,"owners_count":20530818,"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":["instructor-embeddings","vector-database","vectorization"],"created_at":"2024-11-28T15:13:13.260Z","updated_at":"2026-05-20T14:41:58.707Z","avatar_url":"https://github.com/patw.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# InstructorVec\n\nA small vector API service for generating quantized instructor-large vectors.  This is used in various other projects under my github repos\n\n## Local Installation\n\n```\npip install -r requirements.txt\n```\n\nor\n\n```\npip3 install -r requirements.txt\n```\n\n## Local Running\n\n```\nuvicorn main:app --host 0.0.0.0 --port 3005\n```\n\nor using `python3`\n\n```\npython3 -m uvicorn main:app --host 0.0.0.0 --port 3005\n```\n\n**Warning**: The first run will be VERY slow to load\n\nVisit `http://localhost:3005/docs` in a browser once it's loaded\n\nCall it in python like this:\n\n```\n# Function to call the text embedder\ndef embed(text):\n    response = requests.get(embedder[\"embedding_endpoint\"], params={\"text\":text, \"instruction\": \"Represent this text for retrieval:\" }, headers={\"accept\": \"application/json\"})\n    vector_embedding = response.json()\n    return vector_embedding\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpatw%2Finstructorvec","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fpatw%2Finstructorvec","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpatw%2Finstructorvec/lists"}