{"id":26856870,"url":"https://github.com/leodeveloper/qasimilaritysearch","last_synced_at":"2025-03-31T00:29:52.912Z","repository":{"id":238151846,"uuid":"795982821","full_name":"leodeveloper/QASimilaritySearch","owner":"leodeveloper","description":"Question and Answer Similarity Search Application using pinecone vector database","archived":false,"fork":false,"pushed_at":"2024-05-04T16:08:11.000Z","size":1146,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2024-05-05T16:39:24.071Z","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/leodeveloper.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":"2024-05-04T15:29:15.000Z","updated_at":"2024-05-04T16:08:14.000Z","dependencies_parsed_at":"2024-05-04T16:48:41.410Z","dependency_job_id":null,"html_url":"https://github.com/leodeveloper/QASimilaritySearch","commit_stats":null,"previous_names":["leodeveloper/qasimilaritysearch"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/leodeveloper%2FQASimilaritySearch","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/leodeveloper%2FQASimilaritySearch/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/leodeveloper%2FQASimilaritySearch/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/leodeveloper%2FQASimilaritySearch/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/leodeveloper","download_url":"https://codeload.github.com/leodeveloper/QASimilaritySearch/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246399822,"owners_count":20770907,"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":[],"created_at":"2025-03-31T00:29:52.316Z","updated_at":"2025-03-31T00:29:52.894Z","avatar_url":"https://github.com/leodeveloper.png","language":"Jupyter Notebook","readme":"# Question and Answer Similarity Search Application\n\nThis project aims to create a Question and Answer (QA) similarity search application using Python. It leverages various libraries and tools including Jupyter Notebook, Pinecone, Vector Database, LangChain, RetrievalQA, ChatGPT, OpenAIEmbeddings, PineconeVectorStore, PyPDFDirectoryLoader, and RecursiveCharacterTextSplitter.\n\n## Features\n\n- **Question-Answer Similarity Search**: Allows users to input a question and retrieves similar questions or answers from a dataset.\n- **Integration with Large Language Models**: Integrates with ChatGPT and other large language models for improved understanding and retrieval.\n- **Efficient Vector Database**: Utilizes Pinecone as a vector database for fast and scalable similarity search.\n- **Support for Various Data Formats**: Supports PDF documents through PyPDFDirectoryLoader and text processing with RecursiveCharacterTextSplitter.\n\n## Installation\n\n1. Clone the repository:\n\n    ```bash\n    git clone https://github.com/your_username/your_project.git\n    ```\n\n2. Install the required dependencies:\n\n    ```bash\n    pip install -r requirements.txt\n    ```\n\n3. Set up Pinecone:\n   \n   Visit [Pinecone](https://www.pinecone.io/) and follow the instructions to create an account and obtain an API key. Replace `YOUR_API_KEY` in `config.py` with your actual API key.\n\n## Usage\n\n1. Start Jupyter Notebook:\n\n    ```bash\n    jupyter notebook\n    ```\n\n2. Open `QASimilaritySearch.ipynb` and follow the instructions to run the application.\n\n## Contributors\n\n- Muhammad Suleman (@skylinestorytel)\n\n## License\n\nThis project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details.\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fleodeveloper%2Fqasimilaritysearch","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fleodeveloper%2Fqasimilaritysearch","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fleodeveloper%2Fqasimilaritysearch/lists"}