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evaluator optimizer
This commit is contained in:
Xi Yan
parent
28af6f9694
commit
1abf1b0f55
1 changed files with 365 additions and 0 deletions
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@ -576,6 +576,371 @@
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" print(\"\\n\")"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"#### 2. Evaluator-Optimizer Workflow\n",
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"\n",
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"In the evaluator-optimizer workflow, one LLM call generates a response while another provider evaluation and feedback in a loop. "
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]
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},
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{
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"cell_type": "code",
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"execution_count": 55,
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"metadata": {},
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"outputs": [],
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"source": [
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"class GeneratorOutputSchema(BaseModel):\n",
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" thoughts: str\n",
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" response: str\n",
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"\n",
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"generator_agent_config = AgentConfig({\n",
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" **base_agent_config,\n",
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" \"instructions\": \"\"\"Your goal is to complete the task based on <user input>. If there are feedback \n",
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" from your previous generations, you should reflect on them to improve your solution\n",
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"\n",
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" Output your answer concisely in the following JSON format:\n",
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" {{\n",
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" \"thoughts\": \"<Your understanding of the task and feedback and how you plan to improve>\",\n",
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" \"response\": \"<Your code implementation here>\"\n",
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" }}\n",
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" \"\"\",\n",
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" \"response_format\": {\n",
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" \"type\": \"json_schema\",\n",
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" \"json_schema\": GeneratorOutputSchema.model_json_schema()\n",
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" }\n",
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"})\n",
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"\n",
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"class EvaluatorOutputSchema(BaseModel):\n",
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" evaluation: str\n",
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" feedback: str\n",
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"\n",
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"evaluator_agent_config = AgentConfig({\n",
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" **base_agent_config,\n",
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" \"instructions\": \"\"\"Evaluate this following code implementation for:\n",
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" 1. code correctness\n",
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" 2. time complexity\n",
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" 3. style and best practices\n",
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"\n",
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" You should be evaluating only and not attemping to solve the task.\n",
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" Only output \"PASS\" if all criteria are met and you have no further suggestions for improvements.\n",
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" Output your evaluation concisely in the following JSON format.\n",
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" {{\n",
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" \"evaluation\": \"<evaluation enum output>\",\n",
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" \"feedback\": \"What needs improvement and why.\"\n",
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" }}\n",
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"\n",
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" The evaluation enum output should be one of the following:\n",
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" - PASS\n",
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" - NEEDS_IMPROVEMENT\n",
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" - FAIL\n",
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" \"\"\",\n",
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" \"response_format\": {\n",
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" \"type\": \"json_schema\",\n",
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" \"json_schema\": EvaluatorOutputSchema.model_json_schema()\n",
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" }\n",
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"})\n",
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"\n",
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"generator_agent = Agent(client, generator_agent_config)\n",
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"evaluator_agent = Agent(client, evaluator_agent_config)\n",
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"generator_session_id = generator_agent.create_session(session_name=f\"generator_agent_{uuid.uuid4()}\")\n",
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"evaluator_session_id = evaluator_agent.create_session(session_name=f\"evaluator_agent_{uuid.uuid4()}\")\n",
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"\n",
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"def generate_and_evaluate_loop(user_input):\n",
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" # Step 1: Generate a response\n",
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" generator_response = generator_agent.create_turn(\n",
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" messages=[\n",
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" {\"role\": \"user\", \"content\": user_input}\n",
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" ],\n",
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" session_id=generator_session_id,\n",
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" stream=False,\n",
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" )\n",
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" generator_result = json.loads(generator_response.output_message.content)\n",
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"\n",
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" # Step 2: While evaluator does not return PASS, re-generate and re-evaluate\n",
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" while True:\n",
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" # Step 2.1: Evaluate the response\n",
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" evaluator_response = evaluator_agent.create_turn(\n",
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" messages=[\n",
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" {\"role\": \"user\", \"content\": generator_result[\"response\"]}\n",
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" ],\n",
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" session_id=evaluator_session_id,\n",
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" stream=False,\n",
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" )\n",
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"\n",
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" evaluator_result = json.loads(evaluator_response.output_message.content)\n",
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"\n",
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" # Step 2.2: If evaluator returns PASS, return the response\n",
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" if evaluator_result[\"evaluation\"] == \"PASS\":\n",
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" return generator_result\n",
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"\n",
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" # Step 2.3: If evaluator returns NEEDS_IMPROVEMENT | FAIL, attach the feedback and re-generate\n",
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" generator_response = generator_agent.create_turn(\n",
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" messages=[\n",
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" {\"role\": \"user\", \"content\": f\"{evaluator_result['feedback']}\"}\n",
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" ],\n",
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" session_id=generator_session_id,\n",
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" stream=False,\n",
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" )\n",
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" generator_result = json.loads(generator_response.output_message.content)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 56,
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"metadata": {},
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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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"```python\n",
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"class MinStack:\n",
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" def __init__(self):\n",
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" self.main_stack = []\n",
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" self.min_stack = []\n",
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"\n",
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" def push(self, x: int) -> None:\n",
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" self.main_stack.append(x)\n",
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" if not self.min_stack or x <= self.min_stack[-1]:\n",
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" self.min_stack.append(x)\n",
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"\n",
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" def pop(self) -> None:\n",
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" if self.main_stack:\n",
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" if self.main_stack[-1] == self.min_stack[-1]:\n",
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" self.min_stack.pop()\n",
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" self.main_stack.pop()\n",
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"\n",
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" def getMin(self) -> int:\n",
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" return self.min_stack[-1]\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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"coding_task = \"\"\"\n",
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"Implement a Stack with:\n",
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"1. push(x)\n",
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"2. pop()\n",
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"3. getMin()\n",
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"All operations should be O(1).\n",
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"\"\"\"\n",
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"\n",
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"print(generate_and_evaluate_loop(coding_task)[\"response\"])"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"#### 2.1. Monitor into the loop's internal"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 57,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">{</span>\n",
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"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ </span><span style=\"color: #008000; text-decoration-color: #008000\">'session_id'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'a2a3b149-0bf3-40a2-86d4-facf3f162014'</span>,\n",
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"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ </span><span style=\"color: #008000; text-decoration-color: #008000\">'session_name'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'generator_agent_e334542d-5c66-4136-94ce-f751c64eb9a5'</span>,\n",
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"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ </span><span style=\"color: #008000; text-decoration-color: #008000\">'started_at'</span>: <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">datetime.datetime</span><span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2025</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">11</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">35</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">49</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">860141</span><span style=\"font-weight: bold\">)</span>,\n",
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"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ </span><span style=\"color: #008000; text-decoration-color: #008000\">'turns'</span>: <span style=\"font-weight: bold\">[</span>\n",
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"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ </span><span style=\"font-weight: bold\">{</span>\n",
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"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'input_messages'</span>: <span style=\"font-weight: bold\">[</span>\n",
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"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ </span><span style=\"font-weight: bold\">{</span>\n",
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"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'content'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'\\nImplement a Stack with:\\n1. push(x)\\n2. pop()\\n3. getMin()\\nAll operations should be O(1).\\n'</span>,\n",
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"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'role'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'user'</span>,\n",
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"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'context'</span>: <span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>\n",
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"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ </span><span style=\"font-weight: bold\">}</span>\n",
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"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ </span><span style=\"font-weight: bold\">]</span>,\n",
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"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'output_message'</span>: <span style=\"font-weight: bold\">{</span>\n",
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"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'content'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'{\\n\"thoughts\": \"To implement a Stack with push, pop, and getMin operations all in O(1) time complexity, we need to use two stacks. One stack will be used to store the actual elements (main stack), and the other stack will be used to keep track of the minimum elements seen so far (min stack). When an element is pushed onto the main stack, we check if the min stack is empty or if the top element of the min stack is greater than or equal to the element being pushed. If either condition is true, we push the element onto the min stack as well. When popping an element from the main stack, we check if the top element of the main stack is equal to the top element of the min stack. If they are equal, we pop the element from the min stack as well. The getMin operation simply returns the top element of the min stack.\",\\n\"response\": \"```python\\\\nclass MinStack:\\\\n def __init__(self):\\\\n self.main_stack = []\\\\n self.min_stack = []\\\\n\\\\n def push(self, x: int) -> None:\\\\n self.main_stack.append(x)\\\\n if not self.min_stack or x <= self.min_stack[-1]:\\\\n self.min_stack.append(x)\\\\n\\\\n def pop(self) -> None:\\\\n if self.main_stack:\\\\n if self.main_stack[-1] == self.min_stack[-1]:\\\\n self.min_stack.pop()\\\\n self.main_stack.pop()\\\\n\\\\n def getMin(self) -> int:\\\\n return self.min_stack[-1]\\\\n```\"\\n}'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
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"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'role'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'assistant'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
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"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'stop_reason'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'end_of_turn'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
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"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'tool_calls'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">[]</span>\n",
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"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">}</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
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"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'session_id'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'a2a3b149-0bf3-40a2-86d4-facf3f162014'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
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"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'started_at'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">datetime.datetime</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2025</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">11</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">35</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">51</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">801415</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #808000; text-decoration-color: #808000\">tzinfo</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">datetime</span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">.timezone</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">datetime.timedelta</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span><span style=\"color: #808000; text-decoration-color: #808000\">days</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #808000; text-decoration-color: #808000\">seconds</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">57600</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)))</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
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"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'steps'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">[</span>\n",
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"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">{</span>\n",
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"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'model_response'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">{</span>\n",
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"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'content'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'{\\n\"thoughts\": \"To implement a Stack with push, pop, and getMin operations all in O(1) time complexity, we need to use two stacks. One stack will be used to store the actual elements (main stack), and the other stack will be used to keep track of the minimum elements seen so far (min stack). When an element is pushed onto the main stack, we check if the min stack is empty or if the top element of the min stack is greater than or equal to the element being pushed. If either condition is true, we push the element onto the min stack as well. When popping an element from the main stack, we check if the top element of the main stack is equal to the top element of the min stack. If they are equal, we pop the element from the min stack as well. The getMin operation simply returns the top element of the min stack.\",\\n\"response\": \"```python\\\\nclass MinStack:\\\\n def __init__(self):\\\\n self.main_stack = []\\\\n self.min_stack = []\\\\n\\\\n def push(self, x: int) -> None:\\\\n self.main_stack.append(x)\\\\n if not self.min_stack or x <= self.min_stack[-1]:\\\\n self.min_stack.append(x)\\\\n\\\\n def pop(self) -> None:\\\\n if self.main_stack:\\\\n if self.main_stack[-1] == self.min_stack[-1]:\\\\n self.min_stack.pop()\\\\n self.main_stack.pop()\\\\n\\\\n def getMin(self) -> int:\\\\n return self.min_stack[-1]\\\\n```\"\\n}'</span>,\n",
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"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'role'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'assistant'</span>,\n",
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"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'stop_reason'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'end_of_turn'</span>,\n",
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"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'tool_calls'</span>: <span style=\"font-weight: bold\">[]</span>\n",
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"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ │ </span><span style=\"font-weight: bold\">}</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'step_id'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'4c4e54a6-c3e3-4d30-8da7-10003c59bfc7'</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'step_type'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'inference'</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'turn_id'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'73ece739-af65-4c0b-97c9-d2fbb0b84234'</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'completed_at'</span>: <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">datetime.datetime</span><span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2025</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">11</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">35</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">55</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">346289</span>, <span style=\"color: #808000; text-decoration-color: #808000\">tzinfo</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">TzInfo</span><span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-08</span>:<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">00</span><span style=\"font-weight: bold\">))</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'started_at'</span>: <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">datetime.datetime</span><span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2025</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">11</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">35</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">51</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">812800</span>, <span style=\"color: #808000; text-decoration-color: #808000\">tzinfo</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">TzInfo</span><span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-08</span>:<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">00</span><span style=\"font-weight: bold\">))</span>\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ </span><span style=\"font-weight: bold\">}</span>\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ </span><span style=\"font-weight: bold\">]</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'turn_id'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'73ece739-af65-4c0b-97c9-d2fbb0b84234'</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'completed_at'</span>: <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">datetime.datetime</span><span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2025</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">11</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">35</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">55</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">364553</span>, <span style=\"color: #808000; text-decoration-color: #808000\">tzinfo</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">TzInfo</span><span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-08</span>:<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">00</span><span style=\"font-weight: bold\">))</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'output_attachments'</span>: <span style=\"font-weight: bold\">[]</span>\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ </span><span style=\"font-weight: bold\">}</span>\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ </span><span style=\"font-weight: bold\">]</span>\n",
|
||||
"<span style=\"font-weight: bold\">}</span>\n",
|
||||
"</pre>\n"
|
||||
],
|
||||
"text/plain": [
|
||||
"\u001b[1m{\u001b[0m\n",
|
||||
"\u001b[2;32m│ \u001b[0m\u001b[32m'session_id'\u001b[0m: \u001b[32m'a2a3b149-0bf3-40a2-86d4-facf3f162014'\u001b[0m,\n",
|
||||
"\u001b[2;32m│ \u001b[0m\u001b[32m'session_name'\u001b[0m: \u001b[32m'generator_agent_e334542d-5c66-4136-94ce-f751c64eb9a5'\u001b[0m,\n",
|
||||
"\u001b[2;32m│ \u001b[0m\u001b[32m'started_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2025\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m11\u001b[0m, \u001b[1;36m35\u001b[0m, \u001b[1;36m49\u001b[0m, \u001b[1;36m860141\u001b[0m\u001b[1m)\u001b[0m,\n",
|
||||
"\u001b[2;32m│ \u001b[0m\u001b[32m'turns'\u001b[0m: \u001b[1m[\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'input_messages'\u001b[0m: \u001b[1m[\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'content'\u001b[0m: \u001b[32m'\\nImplement a Stack with:\\n1. push\u001b[0m\u001b[32m(\u001b[0m\u001b[32mx\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n2. pop\u001b[0m\u001b[32m(\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n3. getMin\u001b[0m\u001b[32m(\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\nAll operations should be O\u001b[0m\u001b[32m(\u001b[0m\u001b[32m1\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n'\u001b[0m,\n",
|
||||
"\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'role'\u001b[0m: \u001b[32m'user'\u001b[0m,\n",
|
||||
"\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'context'\u001b[0m: \u001b[3;35mNone\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m}\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ │ \u001b[0m\u001b[1m]\u001b[0m,\n",
|
||||
"\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'output_message'\u001b[0m: \u001b[1m{\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ │ │ \u001b[0m\u001b[32m'content'\u001b[0m: \u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32m\\n\"thoughts\": \"To implement a Stack with push, pop, and getMin operations all in O\u001b[0m\u001b[32m(\u001b[0m\u001b[32m1\u001b[0m\u001b[32m)\u001b[0m\u001b[32m time complexity, we need to use two stacks. One stack will be used to store the actual elements \u001b[0m\u001b[32m(\u001b[0m\u001b[32mmain stack\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, and the other stack will be used to keep track of the minimum elements seen so far \u001b[0m\u001b[32m(\u001b[0m\u001b[32mmin stack\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. When an element is pushed onto the main stack, we check if the min stack is empty or if the top element of the min stack is greater than or equal to the element being pushed. If either condition is true, we push the element onto the min stack as well. When popping an element from the main stack, we check if the top element of the main stack is equal to the top element of the min stack. If they are equal, we pop the element from the min stack as well. The getMin operation simply returns the top element of the min stack.\",\\n\"response\": \"```python\\\\nclass MinStack:\\\\n def __init__\u001b[0m\u001b[32m(\u001b[0m\u001b[32mself\u001b[0m\u001b[32m)\u001b[0m\u001b[32m:\\\\n self.main_stack = \u001b[0m\u001b[32m[\u001b[0m\u001b[32m]\u001b[0m\u001b[32m\\\\n self.min_stack = \u001b[0m\u001b[32m[\u001b[0m\u001b[32m]\u001b[0m\u001b[32m\\\\n\\\\n def push\u001b[0m\u001b[32m(\u001b[0m\u001b[32mself, x: int\u001b[0m\u001b[32m)\u001b[0m\u001b[32m -> None:\\\\n self.main_stack.append\u001b[0m\u001b[32m(\u001b[0m\u001b[32mx\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\\\n if not self.min_stack or x \u001b[0m\u001b[32m<\u001b[0m\u001b[32m= self.min_stack\u001b[0m\u001b[32m[\u001b[0m\u001b[32m-1\u001b[0m\u001b[32m]\u001b[0m\u001b[32m:\\\\n self.min_stack.append\u001b[0m\u001b[32m(\u001b[0m\u001b[32mx\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\\\n\\\\n def pop\u001b[0m\u001b[32m(\u001b[0m\u001b[32mself\u001b[0m\u001b[32m)\u001b[0m\u001b[32m -> None:\\\\n if self.main_stack:\\\\n if self.main_stack\u001b[0m\u001b[32m[\u001b[0m\u001b[32m-1\u001b[0m\u001b[32m]\u001b[0m\u001b[32m == self.min_stack\u001b[0m\u001b[32m[\u001b[0m\u001b[32m-1\u001b[0m\u001b[32m]\u001b[0m\u001b[32m:\\\\n self.min_stack.pop\u001b[0m\u001b[32m(\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\\\n self.main_stack.pop\u001b[0m\u001b[32m(\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\\\n\\\\n def getMin\u001b[0m\u001b[32m(\u001b[0m\u001b[32mself\u001b[0m\u001b[32m)\u001b[0m\u001b[32m -> int:\\\\n return self.min_stack\u001b[0m\u001b[32m[\u001b[0m\u001b[32m-1\u001b[0m\u001b[32m]\u001b[0m\u001b[32m\\\\n```\"\\n\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m\u001b[39m,\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ │ │ \u001b[0m\u001b[32m'role'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'assistant'\u001b[0m\u001b[39m,\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ │ │ \u001b[0m\u001b[32m'stop_reason'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'end_of_turn'\u001b[0m\u001b[39m,\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ │ │ \u001b[0m\u001b[32m'tool_calls'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;39m]\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ │ \u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'session_id'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'a2a3b149-0bf3-40a2-86d4-facf3f162014'\u001b[0m\u001b[39m,\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'started_at'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;35mdatetime.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2025\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m35\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m51\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m801415\u001b[0m\u001b[39m, \u001b[0m\u001b[33mtzinfo\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.timezone\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;35mdatetime.timedelta\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mdays\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m-1\u001b[0m\u001b[39m, \u001b[0m\u001b[33mseconds\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m57600\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'steps'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;39m[\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1;39m{\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'model_response'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;39m{\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ │ │ │ │ \u001b[0m\u001b[32m'content'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32m\\n\"thoughts\": \"To implement a Stack with push, pop, and getMin operations all in O\u001b[0m\u001b[32m(\u001b[0m\u001b[32m1\u001b[0m\u001b[32m)\u001b[0m\u001b[32m time complexity, we need to use two stacks. One stack will be used to store the actual elements \u001b[0m\u001b[32m(\u001b[0m\u001b[32mmain stack\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, and the other stack will be used to keep track of the minimum elements seen so far \u001b[0m\u001b[32m(\u001b[0m\u001b[32mmin stack\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. When an element is pushed onto the main stack, we check if the min stack is empty or if the top element of the min stack is greater than or equal to the element being pushed. If either condition is true, we push the element onto the min stack as well. When popping an element from the main stack, we check if the top element of the main stack is equal to the top element of the min stack. If they are equal, we pop the element from the min stack as well. The getMin operation simply returns the top element of the min stack.\",\\n\"response\": \"```python\\\\nclass MinStack:\\\\n def __init__\u001b[0m\u001b[32m(\u001b[0m\u001b[32mself\u001b[0m\u001b[32m)\u001b[0m\u001b[32m:\\\\n self.main_stack = \u001b[0m\u001b[32m[\u001b[0m\u001b[32m]\u001b[0m\u001b[32m\\\\n self.min_stack = \u001b[0m\u001b[32m[\u001b[0m\u001b[32m]\u001b[0m\u001b[32m\\\\n\\\\n def push\u001b[0m\u001b[32m(\u001b[0m\u001b[32mself, x: int\u001b[0m\u001b[32m)\u001b[0m\u001b[32m -> None:\\\\n self.main_stack.append\u001b[0m\u001b[32m(\u001b[0m\u001b[32mx\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\\\n if not self.min_stack or x <= self.min_stack\u001b[0m\u001b[32m[\u001b[0m\u001b[32m-1\u001b[0m\u001b[32m]\u001b[0m\u001b[32m:\\\\n self.min_stack.append\u001b[0m\u001b[32m(\u001b[0m\u001b[32mx\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\\\n\\\\n def pop\u001b[0m\u001b[32m(\u001b[0m\u001b[32mself\u001b[0m\u001b[32m)\u001b[0m\u001b[32m -> None:\\\\n if self.main_stack:\\\\n if self.main_stack\u001b[0m\u001b[32m[\u001b[0m\u001b[32m-1\u001b[0m\u001b[32m]\u001b[0m\u001b[32m == self.min_stack\u001b[0m\u001b[32m[\u001b[0m\u001b[32m-1\u001b[0m\u001b[32m]\u001b[0m\u001b[32m:\\\\n self.min_stack.pop\u001b[0m\u001b[32m(\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\\\n self.main_stack.pop\u001b[0m\u001b[32m(\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\\\n\\\\n def getMin\u001b[0m\u001b[32m(\u001b[0m\u001b[32mself\u001b[0m\u001b[32m)\u001b[0m\u001b[32m -\u001b[0m\u001b[32m>\u001b[0m\u001b[32m int:\\\\n return self.min_stack\u001b[0m\u001b[32m[\u001b[0m\u001b[32m-1\u001b[0m\u001b[32m]\u001b[0m\u001b[32m\\\\n```\"\\n\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
|
||||
"\u001b[2;32m│ │ │ │ │ │ \u001b[0m\u001b[32m'role'\u001b[0m: \u001b[32m'assistant'\u001b[0m,\n",
|
||||
"\u001b[2;32m│ │ │ │ │ │ \u001b[0m\u001b[32m'stop_reason'\u001b[0m: \u001b[32m'end_of_turn'\u001b[0m,\n",
|
||||
"\u001b[2;32m│ │ │ │ │ │ \u001b[0m\u001b[32m'tool_calls'\u001b[0m: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[1m}\u001b[0m,\n",
|
||||
"\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'step_id'\u001b[0m: \u001b[32m'4c4e54a6-c3e3-4d30-8da7-10003c59bfc7'\u001b[0m,\n",
|
||||
"\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'step_type'\u001b[0m: \u001b[32m'inference'\u001b[0m,\n",
|
||||
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|
||||
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|
||||
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|
||||
"\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m}\u001b[0m\n",
|
||||
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|
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|
||||
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|
||||
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|
||||
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|
||||
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"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">{</span>\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ </span><span style=\"color: #008000; text-decoration-color: #008000\">'session_id'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'2beb59a8-c81d-4655-ab8e-cd0b6c6d83d0'</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ </span><span style=\"color: #008000; text-decoration-color: #008000\">'session_name'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'evaluator_agent_0deb09c5-1204-49c6-8e91-51f73d883195'</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ </span><span style=\"color: #008000; text-decoration-color: #008000\">'started_at'</span>: <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">datetime.datetime</span><span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2025</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">11</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">35</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">49</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">863796</span><span style=\"font-weight: bold\">)</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ </span><span style=\"color: #008000; text-decoration-color: #008000\">'turns'</span>: <span style=\"font-weight: bold\">[</span>\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ </span><span style=\"font-weight: bold\">{</span>\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'input_messages'</span>: <span style=\"font-weight: bold\">[</span>\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ </span><span style=\"font-weight: bold\">{</span>\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'content'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'```python\\nclass MinStack:\\n def __init__(self):\\n self.main_stack = []\\n self.min_stack = []\\n\\n def push(self, x: int) -> None:\\n self.main_stack.append(x)\\n if not self.min_stack or x <= self.min_stack[-1]:\\n self.min_stack.append(x)\\n\\n def pop(self) -> None:\\n if self.main_stack:\\n if self.main_stack[-1] == self.min_stack[-1]:\\n self.min_stack.pop()\\n self.main_stack.pop()\\n\\n def getMin(self) -> int:\\n return self.min_stack[-1]\\n```'</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'role'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'user'</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'context'</span>: <span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ </span><span style=\"font-weight: bold\">}</span>\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ </span><span style=\"font-weight: bold\">]</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'output_message'</span>: <span style=\"font-weight: bold\">{</span>\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'content'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'{\"evaluation\": \"PASS\", \"feedback\": \"The provided code is correct, efficient, and well-structured. It correctly implements a MinStack with O(1) time complexity for push, pop, and getMin operations. The use of two stacks to keep track of the minimum element is a good approach. The code also follows best practices, with clear and concise method names, and proper handling of edge cases.\"}'</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'role'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'assistant'</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'stop_reason'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'end_of_turn'</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'tool_calls'</span>: <span style=\"font-weight: bold\">[]</span>\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ </span><span style=\"font-weight: bold\">}</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'session_id'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'2beb59a8-c81d-4655-ab8e-cd0b6c6d83d0'</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'started_at'</span>: <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">datetime.datetime</span><span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2025</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">11</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">35</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">55</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">387165</span>, <span style=\"color: #808000; text-decoration-color: #808000\">tzinfo</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">datetime</span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">.timezone</span><span style=\"font-weight: bold\">(</span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">datetime.timedelta</span><span style=\"font-weight: bold\">(</span><span style=\"color: #808000; text-decoration-color: #808000\">days</span>=<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1</span>, <span style=\"color: #808000; text-decoration-color: #808000\">seconds</span>=<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">57600</span><span style=\"font-weight: bold\">)))</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'steps'</span>: <span style=\"font-weight: bold\">[</span>\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ </span><span style=\"font-weight: bold\">{</span>\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'model_response'</span>: <span style=\"font-weight: bold\">{</span>\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'content'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'{\"evaluation\": \"PASS\", \"feedback\": \"The provided code is correct, efficient, and well-structured. It correctly implements a MinStack with O(1) time complexity for push, pop, and getMin operations. The use of two stacks to keep track of the minimum element is a good approach. The code also follows best practices, with clear and concise method names, and proper handling of edge cases.\"}'</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'role'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'assistant'</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'stop_reason'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'end_of_turn'</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'tool_calls'</span>: <span style=\"font-weight: bold\">[]</span>\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ │ </span><span style=\"font-weight: bold\">}</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'step_id'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'01fccf0e-bc87-450e-9673-7a222d8b2044'</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'step_type'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'inference'</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'turn_id'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'cb4310bf-e31f-476f-9ca2-18f5dcfd16c9'</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'completed_at'</span>: <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">datetime.datetime</span><span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2025</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">11</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">35</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">57</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">294525</span>, <span style=\"color: #808000; text-decoration-color: #808000\">tzinfo</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">TzInfo</span><span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-08</span>:<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">00</span><span style=\"font-weight: bold\">))</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'started_at'</span>: <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">datetime.datetime</span><span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2025</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">11</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">35</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">55</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">398588</span>, <span style=\"color: #808000; text-decoration-color: #808000\">tzinfo</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">TzInfo</span><span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-08</span>:<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">00</span><span style=\"font-weight: bold\">))</span>\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ │ </span><span style=\"font-weight: bold\">}</span>\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ </span><span style=\"font-weight: bold\">]</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'turn_id'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'cb4310bf-e31f-476f-9ca2-18f5dcfd16c9'</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'completed_at'</span>: <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">datetime.datetime</span><span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2025</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">11</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">35</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">57</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">306549</span>, <span style=\"color: #808000; text-decoration-color: #808000\">tzinfo</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">TzInfo</span><span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-08</span>:<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">00</span><span style=\"font-weight: bold\">))</span>,\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'output_attachments'</span>: <span style=\"font-weight: bold\">[]</span>\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ </span><span style=\"font-weight: bold\">}</span>\n",
|
||||
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ </span><span style=\"font-weight: bold\">]</span>\n",
|
||||
"<span style=\"font-weight: bold\">}</span>\n",
|
||||
"</pre>\n"
|
||||
],
|
||||
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|
||||
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|
||||
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|
||||
"\u001b[2;32m│ \u001b[0m\u001b[32m'session_name'\u001b[0m: \u001b[32m'evaluator_agent_0deb09c5-1204-49c6-8e91-51f73d883195'\u001b[0m,\n",
|
||||
"\u001b[2;32m│ \u001b[0m\u001b[32m'started_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2025\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m11\u001b[0m, \u001b[1;36m35\u001b[0m, \u001b[1;36m49\u001b[0m, \u001b[1;36m863796\u001b[0m\u001b[1m)\u001b[0m,\n",
|
||||
"\u001b[2;32m│ \u001b[0m\u001b[32m'turns'\u001b[0m: \u001b[1m[\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'input_messages'\u001b[0m: \u001b[1m[\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'content'\u001b[0m: \u001b[32m'```python\\nclass MinStack:\\n def __init__\u001b[0m\u001b[32m(\u001b[0m\u001b[32mself\u001b[0m\u001b[32m)\u001b[0m\u001b[32m:\\n self.main_stack = \u001b[0m\u001b[32m[\u001b[0m\u001b[32m]\u001b[0m\u001b[32m\\n self.min_stack = \u001b[0m\u001b[32m[\u001b[0m\u001b[32m]\u001b[0m\u001b[32m\\n\\n def push\u001b[0m\u001b[32m(\u001b[0m\u001b[32mself, x: int\u001b[0m\u001b[32m)\u001b[0m\u001b[32m -> None:\\n self.main_stack.append\u001b[0m\u001b[32m(\u001b[0m\u001b[32mx\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n if not self.min_stack or x \u001b[0m\u001b[32m<\u001b[0m\u001b[32m= self.min_stack\u001b[0m\u001b[32m[\u001b[0m\u001b[32m-1\u001b[0m\u001b[32m]\u001b[0m\u001b[32m:\\n self.min_stack.append\u001b[0m\u001b[32m(\u001b[0m\u001b[32mx\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\n def pop\u001b[0m\u001b[32m(\u001b[0m\u001b[32mself\u001b[0m\u001b[32m)\u001b[0m\u001b[32m -> None:\\n if self.main_stack:\\n if self.main_stack\u001b[0m\u001b[32m[\u001b[0m\u001b[32m-1\u001b[0m\u001b[32m]\u001b[0m\u001b[32m == self.min_stack\u001b[0m\u001b[32m[\u001b[0m\u001b[32m-1\u001b[0m\u001b[32m]\u001b[0m\u001b[32m:\\n self.min_stack.pop\u001b[0m\u001b[32m(\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n self.main_stack.pop\u001b[0m\u001b[32m(\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\n def getMin\u001b[0m\u001b[32m(\u001b[0m\u001b[32mself\u001b[0m\u001b[32m)\u001b[0m\u001b[32m -\u001b[0m\u001b[32m>\u001b[0m\u001b[32m int:\\n return self.min_stack\u001b[0m\u001b[32m[\u001b[0m\u001b[32m-1\u001b[0m\u001b[32m]\u001b[0m\u001b[32m\\n```'\u001b[0m,\n",
|
||||
"\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'role'\u001b[0m: \u001b[32m'user'\u001b[0m,\n",
|
||||
"\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'context'\u001b[0m: \u001b[3;35mNone\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m}\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ │ \u001b[0m\u001b[1m]\u001b[0m,\n",
|
||||
"\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'output_message'\u001b[0m: \u001b[1m{\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ │ │ \u001b[0m\u001b[32m'content'\u001b[0m: \u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32m\"evaluation\": \"PASS\", \"feedback\": \"The provided code is correct, efficient, and well-structured. It correctly implements a MinStack with O\u001b[0m\u001b[32m(\u001b[0m\u001b[32m1\u001b[0m\u001b[32m)\u001b[0m\u001b[32m time complexity for push, pop, and getMin operations. The use of two stacks to keep track of the minimum element is a good approach. The code also follows best practices, with clear and concise method names, and proper handling of edge cases.\"\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
|
||||
"\u001b[2;32m│ │ │ │ \u001b[0m\u001b[32m'role'\u001b[0m: \u001b[32m'assistant'\u001b[0m,\n",
|
||||
"\u001b[2;32m│ │ │ │ \u001b[0m\u001b[32m'stop_reason'\u001b[0m: \u001b[32m'end_of_turn'\u001b[0m,\n",
|
||||
"\u001b[2;32m│ │ │ │ \u001b[0m\u001b[32m'tool_calls'\u001b[0m: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ │ \u001b[0m\u001b[1m}\u001b[0m,\n",
|
||||
"\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'session_id'\u001b[0m: \u001b[32m'2beb59a8-c81d-4655-ab8e-cd0b6c6d83d0'\u001b[0m,\n",
|
||||
"\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'started_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2025\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m11\u001b[0m, \u001b[1;36m35\u001b[0m, \u001b[1;36m55\u001b[0m, \u001b[1;36m387165\u001b[0m, \u001b[33mtzinfo\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.timezone\u001b[0m\u001b[1m(\u001b[0m\u001b[1;35mdatetime.timedelta\u001b[0m\u001b[1m(\u001b[0m\u001b[33mdays\u001b[0m=\u001b[1;36m-1\u001b[0m, \u001b[33mseconds\u001b[0m=\u001b[1;36m57600\u001b[0m\u001b[1m)\u001b[0m\u001b[1m)\u001b[0m\u001b[1m)\u001b[0m,\n",
|
||||
"\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'steps'\u001b[0m: \u001b[1m[\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'model_response'\u001b[0m: \u001b[1m{\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ │ │ │ │ \u001b[0m\u001b[32m'content'\u001b[0m: \u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32m\"evaluation\": \"PASS\", \"feedback\": \"The provided code is correct, efficient, and well-structured. It correctly implements a MinStack with O\u001b[0m\u001b[32m(\u001b[0m\u001b[32m1\u001b[0m\u001b[32m)\u001b[0m\u001b[32m time complexity for push, pop, and getMin operations. The use of two stacks to keep track of the minimum element is a good approach. The code also follows best practices, with clear and concise method names, and proper handling of edge cases.\"\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
|
||||
"\u001b[2;32m│ │ │ │ │ │ \u001b[0m\u001b[32m'role'\u001b[0m: \u001b[32m'assistant'\u001b[0m,\n",
|
||||
"\u001b[2;32m│ │ │ │ │ │ \u001b[0m\u001b[32m'stop_reason'\u001b[0m: \u001b[32m'end_of_turn'\u001b[0m,\n",
|
||||
"\u001b[2;32m│ │ │ │ │ │ \u001b[0m\u001b[32m'tool_calls'\u001b[0m: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[1m}\u001b[0m,\n",
|
||||
"\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'step_id'\u001b[0m: \u001b[32m'01fccf0e-bc87-450e-9673-7a222d8b2044'\u001b[0m,\n",
|
||||
"\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'step_type'\u001b[0m: \u001b[32m'inference'\u001b[0m,\n",
|
||||
"\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'turn_id'\u001b[0m: \u001b[32m'cb4310bf-e31f-476f-9ca2-18f5dcfd16c9'\u001b[0m,\n",
|
||||
"\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'completed_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2025\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m11\u001b[0m, \u001b[1;36m35\u001b[0m, \u001b[1;36m57\u001b[0m, \u001b[1;36m294525\u001b[0m, \u001b[33mtzinfo\u001b[0m=\u001b[1;35mTzInfo\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m-08\u001b[0m:\u001b[1;36m00\u001b[0m\u001b[1m)\u001b[0m\u001b[1m)\u001b[0m,\n",
|
||||
"\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'started_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2025\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m11\u001b[0m, \u001b[1;36m35\u001b[0m, \u001b[1;36m55\u001b[0m, \u001b[1;36m398588\u001b[0m, \u001b[33mtzinfo\u001b[0m=\u001b[1;35mTzInfo\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m-08\u001b[0m:\u001b[1;36m00\u001b[0m\u001b[1m)\u001b[0m\u001b[1m)\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m}\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ │ \u001b[0m\u001b[1m]\u001b[0m,\n",
|
||||
"\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'turn_id'\u001b[0m: \u001b[32m'cb4310bf-e31f-476f-9ca2-18f5dcfd16c9'\u001b[0m,\n",
|
||||
"\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'completed_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2025\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m11\u001b[0m, \u001b[1;36m35\u001b[0m, \u001b[1;36m57\u001b[0m, \u001b[1;36m306549\u001b[0m, \u001b[33mtzinfo\u001b[0m=\u001b[1;35mTzInfo\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m-08\u001b[0m:\u001b[1;36m00\u001b[0m\u001b[1m)\u001b[0m\u001b[1m)\u001b[0m,\n",
|
||||
"\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'output_attachments'\u001b[0m: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n",
|
||||
"\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m\n",
|
||||
"\u001b[2;32m│ \u001b[0m\u001b[1m]\u001b[0m\n",
|
||||
"\u001b[1m}\u001b[0m\n"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"generator_agent_session = client.agents.session.retrieve(session_id=generator_session_id, agent_id=generator_agent.agent_id)\n",
|
||||
"pprint(generator_agent_session.to_dict())\n",
|
||||
"\n",
|
||||
"evaluator_agent_session = client.agents.session.retrieve(session_id=evaluator_session_id, agent_id=evaluator_agent.agent_id)\n",
|
||||
"pprint(evaluator_agent_session.to_dict())"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
|
|
|
|||
Loading…
Add table
Add a link
Reference in a new issue