intern-task4-auto-heal-rl-task

Python-based Auto-Healing Agent and RL-based Fix Optimizer.

Task 4: Auto-Heal + RL Optimization Agent

This repo contains two Python agents:

1. HealingPlanner (Agent 4) – Simulates real-time healing from deployment errors.
2. RLPlanner (Agent 5) – Learns the best fix strategy using Reinforcement Learning logic.

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📁 Files

File Name	Description
healing_log.csv	Logs of errors, fix actions, and results
healing_planner.py	Randomly applies fix actions to errors
rl_planner.py	Learns best fix for each error type

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⚙️ How It Works

• healing_planner.py simulates errors and applies a fix (retry_deploy, restore_version, adjust_threshold)
• The results are stored in healing_log.csv
• rl_planner.py analyzes the log and recommends the best fix per error type

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🚀 How to Run

# Step 1: Generate error-fix logs
python healing_planner.py

# Step 2: Learn best fixes from logs
python rl_planner.py