Hailey - AI analysis of test automation

Overview

This repository contains tools and models for analyzing and reporting on test automation logs. It includes utilities for extracting keywords from queries, querying a ChromaDB database, and providing insights into test case failures.

Directory Structure

Hailey
├── modelfile
│   └── report
│       └── Modelfile
├── src
│   ├── report
│   │   └── finding.py
│   └── utils.py
└── tutorials
    └── QueryWithChromaDB.md

Files

Modelfile

• /modelfile/report/Modelfile: Defines the models and system information for analyzing test case failures and providing job reports.

Source Code

• /src/utils.py: Contains utility functions for extracting keywords from user queries and determining the intent of the queries.
• /src/report/finding.py: Contains functions for querying the ChromaDB database and retrieving relevant data based on user queries.

Tutorials

• /tutorials/QueryWithChromaDB.md: A tutorial on how to write AI queries using ChromaDB.

Installation

1. Clone the repository:

   https://github.com/Sin-Nguyen/Hailey.git
   cd Hailey

2. Install the required Python packages:

   pip install -r requirements.txt

3. Set up environment variables: Create a .env file in the root directory and add the following:

   CHROMADB_PATH=your_chromadb_path

Usage

Extracting Keywords

Use the extract_keywords function to extract keywords from a user query:

from utils import extract_keywords

question = "Can you show me the latest failed test results for miniapp?"
keywords = extract_keywords(question)
print("Extracted Keywords:", keywords)

Querying the Database

Use the query_db function to query the ChromaDB database:

from report.finding import query_db

query = "Show me the latest failed test results for miniapp"
results = query_db(query)
print("Query Results:", results)

Contributing

Contributions are welcome! Please open an issue or submit a pull request for any improvements or bug fixes.

License

This project is licensed under the MIT License. See the LICENSE file for details.