Setup instructions

• first create a .env file in the project root directory and add DOCS_PATH and GEMINI_API_KEY.
• if you want the documents folder to be inside the project itself then create a documents folder in the project root directory and add the absolute path to that under DOCS_PATH in the .env file.
• make sure to create a virtual environment, activate it and install all the required packages given in the requirements.txt file.
• now you can execute the following command to run the program

python src/main.py

to get the completion we hit the endpoint localhost:5000/complete

curl -X POST http://localhost:5000/complete -H "Content-Type: application/json" -d '{"text": "<the text you want completion for>"}'

memory and cpu usage metrics:

=== System Metrics ===
Timestamp: 2025-04-16 21:46:16
Total RAM (rss): 442.49 MB
CPU Usage: 0.00%
FAISS Index Size: 0.08 MB
Metadata Size: 0.03 MB
Embedding Model Size: 0.00 MB
=======================

=== System Metrics ===
Timestamp: 2025-04-16 21:46:33
Total RAM (rss): 441.74 MB
CPU Usage: 0.00%
FAISS Index Size: 0.08 MB
Metadata Size: 0.03 MB
Embedding Model Size: 0.00 MB
=======================

=== System Metrics ===
Timestamp: 2025-04-16 21:55:21
Total RAM (rss): 442.47 MB
CPU Usage: 0.00%
FAISS Index Size: 0.08 MB
Metadata Size: 0.03 MB
Embedding Model Size: 0.00 MB
=======================

=== System Metrics ===
Timestamp: 2025-04-16 21:56:18
Total RAM (rss): 498.39 MB
CPU Usage: 7.00%
FAISS Index Size: 0.08 MB
Metadata Size: 0.03 MB
Embedding Model Size: 0.00 MB
=======================

=== System Metrics ===
Timestamp: 2025-04-16 21:56:30
Total RAM (rss): 501.70 MB
CPU Usage: 13.00%
FAISS Index Size: 0.08 MB
Metadata Size: 0.03 MB
Embedding Model Size: 0.00 MB
=======================

=== System Metrics ===
Timestamp: 2025-04-16 21:56:42
Total RAM (rss): 501.70 MB
CPU Usage: 7.00%
FAISS Index Size: 0.08 MB
Metadata Size: 0.03 MB
Embedding Model Size: 0.00 MB
=======================