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patterns/agents/evaluator_optimizer.ipynb

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},
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{
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"cell_type": "code",
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"execution_count": null,
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
@@ -92,7 +92,149 @@
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"\n",
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"=== GENERATION START ===\n",
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"Thoughts:\n",
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"\n",
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"The task requires implementing a Stack with constant time operations including finding minimum. \n",
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"To achieve O(1) for getMin(), we need to maintain a second stack that keeps track of minimums.\n",
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"Each time we push, if the value is smaller than current min, we add it to minStack.\n",
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"When we pop, if the popped value equals current min, we also pop from minStack.\n",
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"\n",
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"\n",
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"Generated:\n",
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"\n",
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"```python\n",
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"class MinStack:\n",
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" def __init__(self):\n",
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" self.stack = []\n",
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" self.minStack = []\n",
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" \n",
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" def push(self, x: int) -> None:\n",
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" self.stack.append(x)\n",
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" if not self.minStack or x <= self.minStack[-1]:\n",
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" self.minStack.append(x)\n",
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" \n",
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" def pop(self) -> None:\n",
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" if not self.stack:\n",
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" return\n",
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" if self.stack[-1] == self.minStack[-1]:\n",
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" self.minStack.pop()\n",
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" self.stack.pop()\n",
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" \n",
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" def getMin(self) -> int:\n",
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" if not self.minStack:\n",
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" return None\n",
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" return self.minStack[-1]\n",
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"```\n",
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"\n",
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"=== GENERATION END ===\n",
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"\n",
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"=== EVALUATION START ===\n",
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"Status: NEEDS_IMPROVEMENT\n",
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"Feedback: \n",
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"While the implementation is generally correct and achieves O(1) time complexity for all operations, there are several areas for improvement:\n",
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"\n",
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"1. Error Handling:\n",
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"- pop() should raise an exception when stack is empty rather than silently returning\n",
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"- getMin() should raise an exception when stack is empty rather than returning None\n",
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"- These behaviors should be consistent with standard stack implementations\n",
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"\n",
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"2. Type Hints:\n",
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"- Return type hint for pop() should be None or void\n",
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"- Missing type hints for class variables stack and minStack\n",
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"\n",
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"3. Documentation:\n",
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"- Missing docstrings for class and methods\n",
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"- Missing parameter descriptions\n",
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"\n",
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"4. Edge Cases:\n",
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"- No explicit handling of invalid input types for push()\n",
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"\n",
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"The core algorithm is correct and efficient, but the implementation could be more robust and better documented for production use.\n",
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"\n",
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"=== EVALUATION END ===\n",
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"\n",
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"\n",
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"=== GENERATION START ===\n",
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"Thoughts:\n",
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"\n",
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"Based on the feedback, I'll improve the implementation by:\n",
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"1. Adding proper error handling with exceptions\n",
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"2. Including type hints and docstrings\n",
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"3. Adding input validation\n",
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"4. Maintaining O(1) time complexity for all operations\n",
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"\n",
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"\n",
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"Generated:\n",
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"\n",
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"```python\n",
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"from typing import List\n",
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"\n",
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"class MinStack:\n",
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" \"\"\"A stack that supports push, pop, and getting minimum element in O(1) time.\"\"\"\n",
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" \n",
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" def __init__(self):\n",
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" \"\"\"Initialize empty stack with two internal lists.\"\"\"\n",
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" self.stack: List[int] = []\n",
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" self.minStack: List[int] = []\n",
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" \n",
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" def push(self, x: int) -> None:\n",
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" \"\"\"\n",
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" Push element onto stack and update minimum stack.\n",
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" \n",
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" Args:\n",
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" x: Integer to push onto stack\n",
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" \n",
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" Raises:\n",
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" TypeError: If x is not an integer\n",
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" \"\"\"\n",
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" if not isinstance(x, int):\n",
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" raise TypeError(\"Input must be an integer\")\n",
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" \n",
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" self.stack.append(x)\n",
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" if not self.minStack or x <= self.minStack[-1]:\n",
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" self.minStack.append(x)\n",
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" \n",
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" def pop(self) -> None:\n",
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" \"\"\"\n",
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" Remove and return top element from stack.\n",
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" \n",
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" Raises:\n",
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" IndexError: If stack is empty\n",
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" \"\"\"\n",
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" if not self.stack:\n",
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" raise IndexError(\"Cannot pop from empty stack\")\n",
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" \n",
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" if self.stack[-1] == self.minStack[-1]:\n",
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" self.minStack.pop()\n",
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" self.stack.pop()\n",
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" \n",
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" def getMin(self) -> int:\n",
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" \"\"\"\n",
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" Get minimum element in stack.\n",
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" \n",
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" Returns:\n",
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" int: Minimum element in stack\n",
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" \n",
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" Raises:\n",
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" IndexError: If stack is empty\n",
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" \"\"\"\n",
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" if not self.minStack:\n",
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" raise IndexError(\"Cannot get minimum from empty stack\")\n",
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" return self.minStack[-1]\n",
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"```\n",
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"\n",
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"=== GENERATION END ===\n",
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"\n"
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]
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}
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],
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"source": [
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"evaluator_prompt = \"\"\"\n",
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"Evaluate this following code implementation for:\n",

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