{"id":44740352,"url":"https://github.com/gametimesf/gt_llm_evaluator","last_synced_at":"2026-02-15T20:35:28.427Z","repository":{"id":294797178,"uuid":"987996857","full_name":"gametimesf/gt_llm_evaluator","owner":"gametimesf","description":"Regression Testing for our Chatbot","archived":false,"fork":false,"pushed_at":"2025-06-18T20:37:37.000Z","size":181,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":5,"default_branch":"master","last_synced_at":"2026-02-05T20:29:40.043Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"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/gametimesf.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,"zenodo":null}},"created_at":"2025-05-21T22:45:39.000Z","updated_at":"2025-06-18T20:37:41.000Z","dependencies_parsed_at":"2025-06-04T22:45:26.667Z","dependency_job_id":"9a9912db-ac03-4dd6-9e40-4a7e543c34cb","html_url":"https://github.com/gametimesf/gt_llm_evaluator","commit_stats":null,"previous_names":["gametimesf/chatbot_evaluator","gametimesf/gt_llm_evaluator"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/gametimesf/gt_llm_evaluator","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/gametimesf%2Fgt_llm_evaluator","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/gametimesf%2Fgt_llm_evaluator/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/gametimesf%2Fgt_llm_evaluator/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/gametimesf%2Fgt_llm_evaluator/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/gametimesf","download_url":"https://codeload.github.com/gametimesf/gt_llm_evaluator/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/gametimesf%2Fgt_llm_evaluator/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":29488688,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-02-15T19:29:10.908Z","status":"ssl_error","status_checked_at":"2026-02-15T19:29:10.419Z","response_time":118,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.5:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"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":"2026-02-15T20:35:27.819Z","updated_at":"2026-02-15T20:35:28.416Z","avatar_url":"https://github.com/gametimesf.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# LLM Evaluator Service\n\nA modular service for static LLM evaluation of LLM outputs.\n\n## Requirements\n\n- Python 3.12 or higher\n- Dependencies are managed through `pyproject.toml`\n\n## Setup\n\n1. Install UV (if not already installed):\n\n```bash\ncurl -LsSf https://astral.sh/uv/install.sh | sh\n```\n\n2. Create and activate a virtual environment using UV:\n\n```bash\nuv venv\nsource .venv/bin/activate  # On Unix/macOS\n# or\n.venv\\Scripts\\activate  # On Windows\n```\n\n3. Install dependencies using UV:\n\n```bash\nuv pip install -e .\n```\n\n## Available Scripts\n\n### Chatbot Evaluation Scripts\n\nLocated in `scripts/chatbot/`:\n\n- `simulate_convo.py` - Creates simulated conversations for testing and evaluation purposes\n  - Usage: `uv run scripts/chatbot/simulate_convo.py`\n\n- `pre_merge_check.py` - Runs validation checks before merging code changes\n  - Usage: `uv run scripts/chatbot/pre_merge_check.py`\n\n- `nightly_report.py` - Generates daily evaluation reports\n  - Usage: `uv run scripts/chatbot/nightly_report.py`\n\n### Main Evaluation Script\n\n`convo_eval.py`\n\n- Core evaluation script for analyzing conversations\n- Usage: `uv run convo_eval.py`\n\n### FAQ Generator Scripts\n\nLocated in `scripts/faq_generator/`:\n\n- `faq_eval.py` - Evaluates FAQ content using DeepEval metrics\n  - Usage: `uv run scripts/faq_generator/faq_eval.py --input \"Your prompt\" --content \"Generated FAQ content\" --context \"Reference material\"`\n  - Required arguments:\n    - `--input`: The input prompt text used to generate the FAQ\n    - `--content`: The generated FAQ content to evaluate\n    - `--context`: The reference material or ground truth to check against\n  - Output: Generates a CSV file in `deepeval_results/faq_eval/` with evaluation metrics including:\n    - Hallucination score\n    - Evaluation reasoning\n    - Cost metrics\n  - Requirements:\n    - DEEPEVAL_API_KEY environment variable must be set\n    - Python 3.12 or higher\n    - DeepEval package installed\n\n## Project Structure\n\n- `src/` - Source code directory\n- `scripts/` - Utility scripts for various tasks\n  - `chatbot/` - Chatbot evaluation and testing scripts\n  - `faq_generator/` - FAQ generation scripts\n- `mock_data/` - Sample data for testing\n- `deepeval_results/` - Output directory for evaluation results\n\n## Dependencies\n\nMain dependencies include:\n\n- deepeval (\u003e=2.7.6)\n- deepteam (\u003e=0.0.9)\n- Google API Client Libraries\n- python-dotenv\n\n## Environment Variables\n\nThe project uses environment variables for configuration. Create a `.env` file in the root directory with necessary credentials and settings.\n\n## Contributing\n\n1. Follow the existing code structure and style\n2. Update documentation as needed\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgametimesf%2Fgt_llm_evaluator","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fgametimesf%2Fgt_llm_evaluator","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgametimesf%2Fgt_llm_evaluator/lists"}