{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "4c2a6fa7",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/gpfs/radev/home/tl688/.conda/envs/evoagentx/lib/python3.11/site-packages/PyPDF2/__init__.py:21: DeprecationWarning: PyPDF2 is deprecated. Please move to the pypdf library instead.\n",
" warnings.warn(\n"
]
}
],
"source": [
"import os\n",
"\n",
"from dotenv import load_dotenv\n",
"\n",
"from evoagentx.agents.agent_manager import AgentManager\n",
"from evoagentx.benchmark import HotPotQA\n",
"from evoagentx.core.callbacks import suppress_logger_info\n",
"from evoagentx.core.logging import logger\n",
"from evoagentx.evaluators import Evaluator\n",
"from evoagentx.models import OpenAILLM, OpenAILLMConfig\n",
"from evoagentx.optimizers import TextGradOptimizer\n",
"from evoagentx.prompts import StringTemplate\n",
"from evoagentx.workflow import SequentialWorkFlowGraph\n",
"from dotenv import load_dotenv\n",
"\n",
"from evoagentx.agents.agent_manager import AgentManager\n",
"from evoagentx.benchmark import MBPP\n",
"from evoagentx.core.callbacks import suppress_logger_info\n",
"from evoagentx.core.logging import logger\n",
"from evoagentx.evaluators import Evaluator\n",
"from evoagentx.models import OpenAILLM, OpenAILLMConfig\n",
"from evoagentx.optimizers import TextGradOptimizer\n",
"from evoagentx.prompts import StringTemplate\n",
"from evoagentx.workflow import SequentialWorkFlowGraph\n",
"\n",
"from evoagentx.models import OpenAILLMConfig, OpenAILLM\n",
"from evoagentx.workflow import SEWWorkFlowGraph, STRUCTUREWorkFlowGraph\n",
"from evoagentx.agents import AgentManager\n",
"from evoagentx.benchmark import HumanEval,AFlowMBPP\n",
"from evoagentx.evaluators import Evaluator \n",
"from evoagentx.optimizers import SEWOptimizer, STRUCTUREOptimizer\n",
"from evoagentx.optimizers.structure_optimizer import STRUCTUREWorkFlowScheme\n",
"from evoagentx.core.callbacks import suppress_logger_info\n",
"\n",
"from evoagentx.models import OpenAILLMConfig, OpenAILLM,AzureOpenAIConfig,LiteLLMConfig,LiteLLM\n",
"from evoagentx.workflow import SEWWorkFlowGraph \n",
"from evoagentx.agents import AgentManager\n",
"from evoagentx.benchmark import MBPPPLUS, AFlowMBPPPLUS\n",
"from evoagentx.evaluators import Evaluator \n",
"from evoagentx.optimizers import SEWOptimizer \n",
"from evoagentx.core.callbacks import suppress_logger_info\n",
"from evoagentx.benchmark import HumanEvalPLUS\n",
"from evoagentx.benchmark import SciCode\n",
"from copy import deepcopy\n",
"\n",
"import nest_asyncio\n",
"nest_asyncio.apply()\n",
"\n",
"class HotPotQASplits(HotPotQA):\n",
"\n",
" def _load_data(self):\n",
" # load the original test data \n",
" super()._load_data()\n",
" # split the data into train, dev and test\n",
" import numpy as np \n",
" np.random.seed(42)\n",
" permutation = np.random.permutation(len(self._dev_data))\n",
" full_test_data = self._dev_data \n",
" # randomly select 10 samples for train, 40 for dev, and 100 for test\n",
" self._train_data = [full_test_data[idx] for idx in permutation[:50]]\n",
" self._dev_data = [full_test_data[idx] for idx in permutation[:50]]\n",
" self._test_data = [full_test_data[idx] for idx in permutation[50:550]]\n",
" self._fulldata = full_test_data\n",
"\n",
"\n",
"def collate_func(example: dict) -> dict:\n",
" context_list = []\n",
" for item in example[\"context\"]:\n",
" context = \"Title: {}\\nText: {}\".format(item[0], \" \".join([t.strip() for t in item[1]]))\n",
" context_list.append(context)\n",
" context = \"\\n\\n\".join(context_list)\n",
" problem = \"Context: {}\\n\\nQuestion: {}\\n\\nAnswer:\".format(context, example[\"question\"])\n",
" return {\"problem\": problem}\n",
"\n",
"\n",
"hotpotqa_graph_data = {\n",
" \"goal\": \"Answer the question based on the context. The answer should be a direct response to the question, without including explanations or reasoning.\",\n",
" \"tasks\": [\n",
" {\n",
" \"name\": \"answer_generate\",\n",
" \"description\": \"Answer the question based on the context.\",\n",
" \"inputs\": [\n",
" {\"name\": \"problem\", \"type\": \"str\", \"required\": True, \"description\": \"The problem to solve.\"}\n",
" ],\n",
" \"outputs\": [\n",
" {\"name\": \"answer\", \"type\": \"str\", \"required\": True, \"description\": \"The answer to the problem.\"}\n",
" ],\n",
" \"prompt_template\": StringTemplate(instruction=\"Think step by step to answer the question. You should explain your thinking process in the 'thought' field, and provide the final answer in the 'answer' field.\\nFormat your output in xml format, such as xxx and xxx.\"),\n",
" \"parse_mode\": \"xml\"\n",
" }\n",
" ] \n",
"}\n",
"\n",
"os.environ[\"AZURE_OPENAI_DEPLOYMENT_NAME\"] = \"gpt-4o-mini\"\n",
"os.environ[\"AZURE_OPENAI_ENDPOINT\"] = \"https://optimizehumaneval.cognitiveservices.azure.com/\"\n",
"os.environ[\"AZURE_OPENAI_KEY\"] = \"2b7h6anDXRsl5XHDUAGKHpjh3DLv9kLjcjGXN6PvsEmLVf1i3imMJQQJ99BKACYeBjFXJ3w3AAABACOGATqP\"\n",
"os.environ[\"AZURE_OPENAI_API_VERSION\"] = \"2025-01-01-preview\"\n",
"llm_config = LiteLLMConfig(model=\"azure/\" + os.getenv(\"AZURE_OPENAI_DEPLOYMENT_NAME\"), # Azure model format\n",
" azure_endpoint=os.getenv(\"AZURE_OPENAI_ENDPOINT\"),\n",
" azure_key=os.getenv(\"AZURE_OPENAI_KEY\"),\n",
" api_version=os.getenv(\"AZURE_OPENAI_API_VERSION\", \"2024-12-01-preview\"), top_p=0.85, temperature=0.2, frequency_penalty=0.0, presence_penalty=0.0)\n",
"\n",
"executor_llm = LiteLLM(config=llm_config)\n",
"optimizer_llm = LiteLLM(config=llm_config)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "ad0efa03",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"evoagentx.optimizers.sew_optimizer.SEWOptimizer"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"SEWOptimizer "
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "ad4b2024",
"metadata": {},
"outputs": [],
"source": [
"# difficult easy "
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "c95059f0",
"metadata": {},
"outputs": [],
"source": [
"from evoagentx.benchmark import HotPotQA"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "84efabfa",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"\u001b[32m2025-12-09 17:48:36.501\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.benchmark.hotpotqa\u001b[0m:\u001b[36m_load_data_from_file\u001b[0m:\u001b[36m51\u001b[0m - \u001b[1mloading HotPotQA data from /gpfs/radev/home/tl688/.evoagentx/data/hotpotqa/hotpot_train_v1.1.json ...\u001b[0m\n",
"\u001b[32m2025-12-09 17:48:40.023\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.benchmark.hotpotqa\u001b[0m:\u001b[36m_load_data_from_file\u001b[0m:\u001b[36m51\u001b[0m - \u001b[1mloading HotPotQA data from /gpfs/radev/home/tl688/.evoagentx/data/hotpotqa/hotpot_dev_distractor_v1.json ...\u001b[0m\n"
]
}
],
"source": [
"# llm_config = OpenAILLMConfig(model=\"gpt-4o-mini-2024-07-18\", openai_key=OPENAI_API_KEY, top_p=0.85, temperature=0.2, frequency_penalty=0.0, presence_penalty=0.0)\n",
"# llm = OpenAILLM(config=llm_config)\n",
"llm = executor_llm\n",
"\n",
"# obtain SEW workflow \n",
"sew_graph = SEWWorkFlowGraph.from_dict(hotpotqa_graph_data)\n",
"agent_manager = AgentManager()\n",
"agent_manager.add_agents_from_workflow(sew_graph, executor_llm.config)\n",
"\n",
"benchmark = HotPotQASplits()\n",
"\n",
"# obtain Evaluator\n",
"evaluator = Evaluator(llm=llm, agent_manager=agent_manager, collate_func=collate_func, num_workers=20, verbose=True)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "d2bba683",
"metadata": {},
"outputs": [],
"source": [
"# import json\n",
"# # with open(\"../../MaAS/maas/ext/maas/data/humaneval_train.jsonl\", 'w') as f:\n",
"# # json.dump(humaneval._dev_data, f, indent=2) # indent=4 makes the JSON output more readable\n",
"\n",
"\n",
"# # with open(\"../../MaAS/maas/ext/maas/data/humaneval_test.jsonl\", 'w') as f:\n",
"# # json.dump(humaneval._test_data, f, indent=2) # indent=4 makes the JSON output more readable\n",
"\n",
"# with open(\"../../MaAS/maas/ext/maas/data/humaneval_train.jsonl\", 'w') as f:\n",
"# for obj in humaneval._dev_data:\n",
"# json_line = json.dumps(obj)\n",
"# f.write(json_line + '\\n')\n",
" \n",
"# with open(\"../../MaAS/maas/ext/maas/data/humaneval_test.jsonl\", 'w') as f:\n",
"# for obj in humaneval._test_data:\n",
"# json_line = json.dumps(obj)\n",
"# f.write(json_line + '\\n')\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "8598151b",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"1"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(sew_graph.to_dict()['nodes'])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "b1f7fc18",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(sew_graph.edges)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "33859fa8",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sew_graph.edges"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "3c048529",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"# obtain SEWOptimizer after having more roles, default\n",
"optimizer = SEWOptimizer(\n",
" graph=sew_graph, \n",
" evaluator=evaluator, \n",
" llm=llm, \n",
" max_steps=20,\n",
" eval_rounds=3, \n",
" repr_scheme=\"python\", \n",
" optimize_mode=\"all\", \n",
" order=\"zero-order\",\n",
" max_rounds=20,\n",
")\n",
"\n",
"# with suppress_logger_info():\n",
"# metrics = optimizer.evaluate(dataset=humaneval, eval_mode=\"test\")\n",
"# print(\"Evaluation metrics: \", metrics)\n"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "8b05058e",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"\u001b[32m2025-12-09 17:49:17.743\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m678\u001b[0m - \u001b[1mOptimizing the SEWWorkFlowGraph workflow with python representation.\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:17.744\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m682\u001b[0m - \u001b[1mRun initial evaluation on the original workflow ...\u001b[0m\n",
"Evaluating workflow: 2%|▏ | 1/50 [00:02<01:39, 2.03s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.28571428571428575, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Task exception was never retrieved\n",
"future: exception=RuntimeError('Event loop is closed')>\n",
"Traceback (most recent call last):\n",
" File \"/gpfs/radev/home/tl688/.conda/envs/evoagentx/lib/python3.11/asyncio/tasks.py\", line 277, in __step\n",
" result = coro.send(None)\n",
" ^^^^^^^^^^^^^^^\n",
" File \"/gpfs/radev/home/tl688/.conda/envs/evoagentx/lib/python3.11/site-packages/litellm/utils.py\", line 873, in _client_async_logging_helper\n",
" GLOBAL_LOGGING_WORKER.ensure_initialized_and_enqueue(\n",
" File \"/gpfs/radev/home/tl688/.conda/envs/evoagentx/lib/python3.11/site-packages/litellm/litellm_core_utils/logging_worker.py\", line 322, in ensure_initialized_and_enqueue\n",
" self.enqueue(async_coroutine)\n",
" File \"/gpfs/radev/home/tl688/.conda/envs/evoagentx/lib/python3.11/site-packages/litellm/litellm_core_utils/logging_worker.py\", line 131, in enqueue\n",
" self._queue.put_nowait(task)\n",
" File \"/gpfs/radev/home/tl688/.conda/envs/evoagentx/lib/python3.11/asyncio/queues.py\", line 147, in put_nowait\n",
" self._wakeup_next(self._getters)\n",
" File \"/gpfs/radev/home/tl688/.conda/envs/evoagentx/lib/python3.11/asyncio/queues.py\", line 63, in _wakeup_next\n",
" waiter.set_result(None)\n",
" File \"/gpfs/radev/home/tl688/.conda/envs/evoagentx/lib/python3.11/asyncio/futures.py\", line 263, in set_result\n",
" self.__schedule_callbacks()\n",
" File \"/gpfs/radev/home/tl688/.conda/envs/evoagentx/lib/python3.11/asyncio/futures.py\", line 173, in __schedule_callbacks\n",
" self._loop.call_soon(callback, self, context=ctx)\n",
" File \"/gpfs/radev/home/tl688/.conda/envs/evoagentx/lib/python3.11/asyncio/base_events.py\", line 762, in call_soon\n",
" self._check_closed()\n",
" File \"/gpfs/radev/home/tl688/.conda/envs/evoagentx/lib/python3.11/asyncio/base_events.py\", line 520, in _check_closed\n",
" raise RuntimeError('Event loop is closed')\n",
"RuntimeError: Event loop is closed\n",
"Evaluating workflow: 14%|█▍ | 7/50 [00:02<00:09, 4.73it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0.33333333333333337, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0.6666666666666666, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0.2857142857142857, 'em': 0.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 28%|██▊ | 14/50 [00:02<00:03, 9.77it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.35294117647058826, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0.5, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0.375, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0.7272727272727273, 'em': 0.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 34%|███▍ | 17/50 [00:03<00:04, 8.10it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.5, 'em': 0.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 38%|███▊ | 19/50 [00:03<00:05, 5.90it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 42%|████▏ | 21/50 [00:04<00:05, 5.71it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 48%|████▊ | 24/50 [00:04<00:03, 6.98it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 56%|█████▌ | 28/50 [00:04<00:02, 10.25it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.888888888888889, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0.8, 'em': 0.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 60%|██████ | 30/50 [00:05<00:02, 8.48it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.19354838709677416, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0.33333333333333337, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 64%|██████▍ | 32/50 [00:05<00:02, 8.67it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.06896551724137931, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:49:23.697\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5a72a2935542991f9a20c546', 'answer': 'Velvetpark', 'question': 'Is Velvetpark or Shape magazine written more for a lesbian and queer-identified female readership?', 'supporting_facts': [['Velvetpark', 1], ['Shape (magazine)', 1], ['Shape (magazine)', 7]], 'context': [['Jeguk Sinmun', ['The Jeguk Sinmun (\"Imperial Post\"; 1898-1910) was a Seoul-based Korean language newspaper founded in 1898 by Yi Jong-myeon.', ' It was published using the purely vernacular Hangeul script and attracted a largely lower or middle class and female readership.', ' It was less political than the other papers of the period, concentrating instead on social issues.', ' One of its early reporters was the young Syngman Rhee.']], ['Velvetpark', ['Velvetpark: Dyke Culture in Bloom is a lesbian and feminist arts and culture website that regularly features music, literature, theater, fine arts, film, television, and social activism as it impacts queer culture.', ' \"Velvetpark\" also hosts a social network and dating community for lesbians and queer-identified women.']], ['Anna Kalata', ['Anna Kalata (born May 10, 1964, Milanówek, Poland) is a Polish politician, celebrity and occasional actress.', ' She was a member of the populist Samoobrona party.', \" In Jarosław Kaczyński's cabinet she was the minister of labour and social policy.\", ' She participated in the 12th season of Taniec z Gwiazdami (the Polish version of Dancing With The Stars).', ' After losing 38 kg she appeared on the cover of Shape magazine.']], ['Shape (magazine)', [\"Shape is a monthly English language fitness magazine started by Weider Publications in 1981, founded by Christine MacIntyre (a pioneer in women's free weight fitness) and became the number one women's fitness magazine.\", ' At that time, Weider Enterprises consisted primarily of the bodybuilding magazine \"Muscle & Fitness\".', ' Joe Weider and Christine MacIntyre had differing views of how to present \"Shape\", Weider endorsing a less journalistic and more commercial approach to articles, MacIntyre endorsing a more academic, doctor-based magazine.', ' Weider also endorsed a sexier approach to editorial while MacIntyre endorsed a healthier look for women, eschewing sexiness in the models and the copy.', ' MacIntyre largely won that battle, editing a magazine that required that every byline have an advanced medical degree, that cover models should look healthy rather than sexy, and that sexist language be avoided.', ' Christine MacIntyre was the editor-in-chief until her death in 1988.', ' Tara Kraft is the current editor-in-chief.', ' \"Shape\" found a readership based on that formula.']], ['Cynthia Heimel', ['Cynthia Heimel (née Glick) (born 1947 in Philadelphia) is a feminist humorist writer from Oakland, California.', ' She is a columnist and the author of satirical books primarily aimed at a female readership and known for their unusual titles, as well as a playwright and television writer.']], ['Femme', ['Femme is a lesbian sexual identity that was created in the working class lesbian bar culture of the 1950s.', ' It is a term used to distinguish feminine lesbian and bisexual women from their butch/stud lesbian counterparts and partners.', ' Today the term is still used in this way but in recent years - following the influence of Queer gender identity theories - its meaning has, sometimes contentiously, been expanded to describe a queer-identified person who is feminine in their presentation regardless of their gender or sexuality.']], ['Chapstick lesbian', ['A chapstick lesbian is a sub-group within lesbianism that Ellen DeGeneres popularised in 1997 in her show \"Ellen\".', ' It was originally constructed as response to the phrase \"lipstick lesbian\" that emerged in 1990, which refers to a femme lesbian who emphasises their female identity through their self-presentation.', ' The slang term \"chapstick lesbian\" identifies a category on the femme-butch lesbian continuum, where the female homosexual has a gender identity bias towards femme lesbianism, although does not identify or fit the criteria of being a lipstick lesbian.', ' The word is frequently used as an alternative to the term \"soft-butch\" lesbian or androgynous.', ' The key attributes recognisable of a chapstick lesbian is that they have a casual dress-code and lack of desire to wear make-up.', ' Next to this, they are also viewed as being athletic in nature and have a notable interest in sport.']], ['Elana Amsterdam', ['Elana Amsterdam is the New York Times Bestselling author of \"Paleo Cooking from Elana\\'s Pantry\".', ' She writes cookbooks for gluten-free cooking, using almond flour and coconut flour as a gluten-free alternative to wheat flour.', ' Her book, \"The Gluten-Free Almond Flour Cookbook\", was named one of the \"Best Cookbooks of 2009\" by The Denver Post.', ' Amsterdam has partnered with the California Almond Board in conjunction with her works.', ' Her blog, elanaspantry.com, was named one of the top 50 food blogs by Cision.', \" Amsterdam contributed an article to Shape Magazine and she was featured on Fox News's On the Hunt with Jonathan Hunt.\"]], ['Shōjo manga', ['Shōjo, shojo, or shoujo manga (少女漫画 , shōjo manga ) is manga aimed at a teenage female readership.', ' The name romanizes the Japanese 少女 (shōjo), literally \"young woman\".', ' Shōjo manga covers many subjects in a variety of narrative styles, from historical drama to science fiction, often with a focus on romantic relationships or emotions.', ' Strictly speaking, however, shōjo manga does not comprise a style or genre, but rather indicates a target demographic.']], ['Celesbian', ['The term celesbian (a portmanteau of \"celebrity\" and \"lesbian\") originally referred to a female celebrity known or reputed to be a lesbian and popular within the LGBT community.', ' Celesbianism as a Western media phenomenon came into vogue in 2008, when several female celebrities presented themselves as lesbians.', ' The term was first used by New Yorkers Pam Franco and Susan Levine, a disk jockey.', ' It was used in a full-page ad in a lesbian nightlife magazine, \"GO MAGAZINE\".', ' The ad was for the Mz Hip and Fit NY contest, the idea of Denise Cohen of Denco Designs & Events.', ' The contest was a search for the hottest lesbian in the United States.', ' The term \"celesbian\" was used for the celebrity lesbian judges.']]], 'type': 'comparison', 'level': 'hard'}\n",
"Error: The input to LLMOutputParser.parse should be a str, but found .\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 68%|██████▊ | 34/50 [00:06<00:02, 5.62it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 72%|███████▏ | 36/50 [00:06<00:02, 6.52it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 76%|███████▌ | 38/50 [00:06<00:01, 7.68it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 80%|████████ | 40/50 [00:06<00:01, 8.96it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0.28571428571428575, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 84%|████████▍ | 42/50 [00:06<00:00, 9.18it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.28571428571428575, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 88%|████████▊ | 44/50 [00:06<00:00, 8.41it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0.17391304347826084, 'em': 0.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 94%|█████████▍| 47/50 [00:07<00:00, 6.43it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 98%|█████████▊| 49/50 [00:07<00:00, 7.13it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.5714285714285715, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 100%|██████████| 50/50 [00:10<00:00, 4.97it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"\u001b[32m2025-12-09 17:49:27.850\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m685\u001b[0m - \u001b[1mInitial metrics: {'f1': 0.6862887507768912, 'em': 0.4897959183673469, 'acc': 0.7959183673469388}\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-12-09 17:49:28.398\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.021 | Total tokens: 104919 | Current cost: $0.000 | Current tokens: 76\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:29.101\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.021 | Total tokens: 105064 | Current cost: $0.000 | Current tokens: 145\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:29.102\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36mparse_workflow_python_repr\u001b[0m:\u001b[36m403\u001b[0m - \u001b[33m\u001b[1mFailed to parse workflow string: 'llm_config'. Return the original workflow.\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:29.102\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m700\u001b[0m - \u001b[33m\u001b[1mError in step 0: can only concatenate str (not \"NoneType\") to str. Skip this step.\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:29.480\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.021 | Total tokens: 105132 | Current cost: $0.000 | Current tokens: 68\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:29.986\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.021 | Total tokens: 105259 | Current cost: $0.000 | Current tokens: 127\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:29.987\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m700\u001b[0m - \u001b[33m\u001b[1mError in step 1: can only concatenate str (not \"NoneType\") to str. Skip this step.\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:32.694\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.021 | Total tokens: 105602 | Current cost: $0.000 | Current tokens: 343\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:35.313\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.021 | Total tokens: 106000 | Current cost: $0.000 | Current tokens: 398\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:35.314\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36mparse_workflow_python_repr\u001b[0m:\u001b[36m403\u001b[0m - \u001b[33m\u001b[1mFailed to parse workflow string: 'llm_config'. Return the original workflow.\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:35.315\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m700\u001b[0m - \u001b[33m\u001b[1mError in step 2: can only concatenate str (not \"NoneType\") to str. Skip this step.\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:37.630\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.021 | Total tokens: 106265 | Current cost: $0.000 | Current tokens: 265\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:38.256\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.021 | Total tokens: 106597 | Current cost: $0.000 | Current tokens: 332\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:38.257\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36mparse_workflow_python_repr\u001b[0m:\u001b[36m403\u001b[0m - \u001b[33m\u001b[1mFailed to parse workflow string: 'llm_config'. Return the original workflow.\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:38.257\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m700\u001b[0m - \u001b[33m\u001b[1mError in step 3: can only concatenate str (not \"NoneType\") to str. Skip this step.\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:38.664\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.021 | Total tokens: 106710 | Current cost: $0.000 | Current tokens: 113\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:39.205\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.021 | Total tokens: 106855 | Current cost: $0.000 | Current tokens: 145\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:39.206\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36mparse_workflow_python_repr\u001b[0m:\u001b[36m403\u001b[0m - \u001b[33m\u001b[1mFailed to parse workflow string: 'llm_config'. Return the original workflow.\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:39.206\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m700\u001b[0m - \u001b[33m\u001b[1mError in step 4: can only concatenate str (not \"NoneType\") to str. Skip this step.\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:39.759\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.021 | Total tokens: 106942 | Current cost: $0.000 | Current tokens: 87\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:40.404\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.021 | Total tokens: 107078 | Current cost: $0.000 | Current tokens: 136\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:40.405\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m700\u001b[0m - \u001b[33m\u001b[1mError in step 5: can only concatenate str (not \"NoneType\") to str. Skip this step.\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:40.939\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.021 | Total tokens: 107194 | Current cost: $0.000 | Current tokens: 116\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:41.649\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.021 | Total tokens: 107348 | Current cost: $0.000 | Current tokens: 154\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:41.650\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36mparse_workflow_python_repr\u001b[0m:\u001b[36m403\u001b[0m - \u001b[33m\u001b[1mFailed to parse workflow string: 'llm_config'. Return the original workflow.\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:41.650\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m700\u001b[0m - \u001b[33m\u001b[1mError in step 6: can only concatenate str (not \"NoneType\") to str. Skip this step.\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:42.504\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.021 | Total tokens: 107469 | Current cost: $0.000 | Current tokens: 121\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:43.315\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.021 | Total tokens: 107653 | Current cost: $0.000 | Current tokens: 184\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:43.317\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36mparse_workflow_python_repr\u001b[0m:\u001b[36m403\u001b[0m - \u001b[33m\u001b[1mFailed to parse workflow string: 'llm_config'. Return the original workflow.\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:43.317\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m700\u001b[0m - \u001b[33m\u001b[1mError in step 7: can only concatenate str (not \"NoneType\") to str. Skip this step.\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:45.235\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.022 | Total tokens: 107906 | Current cost: $0.000 | Current tokens: 253\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:45.925\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.022 | Total tokens: 108213 | Current cost: $0.000 | Current tokens: 307\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:45.927\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m700\u001b[0m - \u001b[33m\u001b[1mError in step 8: can only concatenate str (not \"NoneType\") to str. Skip this step.\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:48.388\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.022 | Total tokens: 108509 | Current cost: $0.000 | Current tokens: 296\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:49.103\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.022 | Total tokens: 108859 | Current cost: $0.000 | Current tokens: 350\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:49.105\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m700\u001b[0m - \u001b[33m\u001b[1mError in step 9: can only concatenate str (not \"NoneType\") to str. Skip this step.\u001b[0m\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-12-09 17:49:50.621\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.022 | Total tokens: 109055 | Current cost: $0.000 | Current tokens: 196\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:51.217\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.022 | Total tokens: 109319 | Current cost: $0.000 | Current tokens: 264\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:51.219\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m700\u001b[0m - \u001b[33m\u001b[1mError in step 10: can only concatenate str (not \"NoneType\") to str. Skip this step.\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:52.726\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.022 | Total tokens: 109504 | Current cost: $0.000 | Current tokens: 185\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:53.325\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.022 | Total tokens: 109757 | Current cost: $0.000 | Current tokens: 253\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:53.326\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m700\u001b[0m - \u001b[33m\u001b[1mError in step 11: can only concatenate str (not \"NoneType\") to str. Skip this step.\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:54.041\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.022 | Total tokens: 109872 | Current cost: $0.000 | Current tokens: 115\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:55.248\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.022 | Total tokens: 110084 | Current cost: $0.000 | Current tokens: 212\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:55.249\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36mparse_workflow_python_repr\u001b[0m:\u001b[36m403\u001b[0m - \u001b[33m\u001b[1mFailed to parse workflow string: 'llm_config'. Return the original workflow.\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:55.249\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m700\u001b[0m - \u001b[33m\u001b[1mError in step 12: can only concatenate str (not \"NoneType\") to str. Skip this step.\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:55.700\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.022 | Total tokens: 110172 | Current cost: $0.000 | Current tokens: 88\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:56.267\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.022 | Total tokens: 110326 | Current cost: $0.000 | Current tokens: 154\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:56.268\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36mparse_workflow_python_repr\u001b[0m:\u001b[36m403\u001b[0m - \u001b[33m\u001b[1mFailed to parse workflow string: 'llm_config'. Return the original workflow.\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:56.268\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m700\u001b[0m - \u001b[33m\u001b[1mError in step 13: can only concatenate str (not \"NoneType\") to str. Skip this step.\u001b[0m\n",
"\u001b[32m2025-12-09 17:49:58.214\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.022 | Total tokens: 110573 | Current cost: $0.000 | Current tokens: 247\u001b[0m\n",
"\u001b[32m2025-12-09 17:50:00.238\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.023 | Total tokens: 110993 | Current cost: $0.000 | Current tokens: 420\u001b[0m\n",
"\u001b[32m2025-12-09 17:50:00.239\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36mparse_workflow_python_repr\u001b[0m:\u001b[36m403\u001b[0m - \u001b[33m\u001b[1mFailed to parse workflow string: 'llm_config'. Return the original workflow.\u001b[0m\n",
"\u001b[32m2025-12-09 17:50:00.240\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m700\u001b[0m - \u001b[33m\u001b[1mError in step 14: can only concatenate str (not \"NoneType\") to str. Skip this step.\u001b[0m\n",
"\u001b[32m2025-12-09 17:50:01.141\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.023 | Total tokens: 111131 | Current cost: $0.000 | Current tokens: 138\u001b[0m\n",
"\u001b[32m2025-12-09 17:50:01.941\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.023 | Total tokens: 111361 | Current cost: $0.000 | Current tokens: 230\u001b[0m\n",
"\u001b[32m2025-12-09 17:50:01.942\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36mparse_workflow_python_repr\u001b[0m:\u001b[36m403\u001b[0m - \u001b[33m\u001b[1mFailed to parse workflow string: 'llm_config'. Return the original workflow.\u001b[0m\n",
"\u001b[32m2025-12-09 17:50:01.942\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m700\u001b[0m - \u001b[33m\u001b[1mError in step 15: can only concatenate str (not \"NoneType\") to str. Skip this step.\u001b[0m\n",
"\u001b[32m2025-12-09 17:50:02.262\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.023 | Total tokens: 111429 | Current cost: $0.000 | Current tokens: 68\u001b[0m\n",
"\u001b[32m2025-12-09 17:50:02.765\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.023 | Total tokens: 111556 | Current cost: $0.000 | Current tokens: 127\u001b[0m\n",
"\u001b[32m2025-12-09 17:50:02.766\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m700\u001b[0m - \u001b[33m\u001b[1mError in step 16: can only concatenate str (not \"NoneType\") to str. Skip this step.\u001b[0m\n",
"\u001b[32m2025-12-09 17:50:03.209\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.023 | Total tokens: 111631 | Current cost: $0.000 | Current tokens: 75\u001b[0m\n",
"\u001b[32m2025-12-09 17:50:03.873\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.023 | Total tokens: 111775 | Current cost: $0.000 | Current tokens: 144\u001b[0m\n",
"\u001b[32m2025-12-09 17:50:03.874\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36mparse_workflow_python_repr\u001b[0m:\u001b[36m403\u001b[0m - \u001b[33m\u001b[1mFailed to parse workflow string: 'llm_config'. Return the original workflow.\u001b[0m\n",
"\u001b[32m2025-12-09 17:50:03.874\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m700\u001b[0m - \u001b[33m\u001b[1mError in step 17: can only concatenate str (not \"NoneType\") to str. Skip this step.\u001b[0m\n",
"\u001b[32m2025-12-09 17:50:06.888\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.023 | Total tokens: 112183 | Current cost: $0.000 | Current tokens: 408\u001b[0m\n",
"\u001b[32m2025-12-09 17:50:07.675\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.023 | Total tokens: 112658 | Current cost: $0.000 | Current tokens: 475\u001b[0m\n",
"\u001b[32m2025-12-09 17:50:07.676\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36mparse_workflow_python_repr\u001b[0m:\u001b[36m403\u001b[0m - \u001b[33m\u001b[1mFailed to parse workflow string: 'llm_config'. Return the original workflow.\u001b[0m\n",
"\u001b[32m2025-12-09 17:50:07.676\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m700\u001b[0m - \u001b[33m\u001b[1mError in step 18: can only concatenate str (not \"NoneType\") to str. Skip this step.\u001b[0m\n",
"\u001b[32m2025-12-09 17:50:09.142\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.023 | Total tokens: 112836 | Current cost: $0.000 | Current tokens: 178\u001b[0m\n",
"\u001b[32m2025-12-09 17:50:10.278\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.023 | Total tokens: 113095 | Current cost: $0.000 | Current tokens: 259\u001b[0m\n",
"\u001b[32m2025-12-09 17:50:10.279\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36mparse_workflow_python_repr\u001b[0m:\u001b[36m403\u001b[0m - \u001b[33m\u001b[1mFailed to parse workflow string: 'llm_config'. Return the original workflow.\u001b[0m\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-12-09 17:50:10.279\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m700\u001b[0m - \u001b[33m\u001b[1mError in step 19: can only concatenate str (not \"NoneType\") to str. Skip this step.\u001b[0m\n",
"\u001b[32m2025-12-09 17:50:10.279\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m707\u001b[0m - \u001b[1mReach the maximum number of steps 20. Stop the optimization.\u001b[0m\n",
"\u001b[32m2025-12-09 17:50:10.280\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m710\u001b[0m - \u001b[1mRestore the best graph from the snapshot ...\u001b[0m\n",
"\u001b[32m2025-12-09 17:50:10.280\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36mrestore_best_graph\u001b[0m:\u001b[36m814\u001b[0m - \u001b[1mRestore the best graph from snapshot with metrics {'f1': 0.6862887507768912, 'em': 0.4897959183673469, 'acc': 0.7959183673469388} ...\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 0%| | 2/500 [00:01<05:31, 1.50it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0.5454545454545454, 'em': 0.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 1%| | 5/500 [00:01<01:57, 4.21it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.3333333333333333, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 2%|▏ | 9/500 [00:02<00:55, 8.81it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 2%|▏ | 11/500 [00:02<01:00, 8.04it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.75, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 3%|▎ | 13/500 [00:02<01:01, 7.88it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 3%|▎ | 15/500 [00:03<01:05, 7.37it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0.4, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
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"metrics {'f1': 0.125, 'em': 0.0, 'acc': 1.0}\n"
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"metrics {'f1': 0.30769230769230765, 'em': 0.0, 'acc': 1.0}\n",
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"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0.16666666666666669, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"\u001b[32m2025-12-09 17:50:33.299\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5abb66c05542992ccd8e7f3e', 'answer': 'spot-fixing', 'question': 'What offence were opening batsman Khalid Latif and 5 other cricketers suspended for, in February 2017?', 'supporting_facts': [['2017 Pakistan Super League spot-fixing scandal', 1], ['Khalid Latif (cricketer)', 1], ['Khalid Latif (cricketer)', 2]], 'context': [['Ray Gripper', ['Raymond Arthur Gripper (born 7 July 1938), in Salisbury, Southern Rhodesia, was a cricketer.', ' He was a right-handed opening batsman and became a regular member of the Rhodesian side for 15 years starting in 1957–58, at one stage captaining them.', ' His highest score was an innings of 279 not out made against Orange Free State in 1967–68.', ' This remained a Currie Cup record for some years.', ' His son Trevor played Test cricket for Zimbabwe, also as an opening batsman.']], ['Khalid Latif (cricketer)', ['Khalid Latif (Urdu: \\u200e ), (born 4 November 1985 in Karachi) is a Pakistani cricketer.', ' A right-handed opening batsman, Latif captained Pakistan in the 2004 U-19 Cricket World Cup win and the 2010 Asian Games bronze medal win.', ' In 2017, the Pakistan Cricket Board banned Latif from all forms of cricket for five years, for his involvement in spot-fixing.']], ['Len Hutton', ['Sir Leonard Hutton (23 June 1916\\xa0– 6 September 1990) was an English cricketer who played as an opening batsman for Yorkshire from 1934 to 1955 and for England in 79 Test matches between 1937 and 1955. \"', 'Wisden Cricketers\\' Almanack\" described him as one of the greatest batsmen in the history of cricket.', ' He set a record in 1938 for the highest individual innings in a Test match in only his sixth Test appearance, scoring 364 runs against Australia, a milestone that stood for nearly 20 years (and remains an England Test record).', ' In 1952, he became the first professional cricketer of the 20th Century to captain England in Tests; under his captaincy England won the Ashes the following year for the first time in 19 years.', \" Following the Second World War, he was the mainstay of England's batting, and the team depended greatly on his success.\"]], ['Bill Ponsford', ['William Harold \"Bill\" Ponsford (19 October 1900\\xa0– 6 April 1991) was an Australian cricketer.', ' Usually playing as an opening batsman, he formed a successful and long-lived partnership opening the batting for Victoria and Australia with Bill Woodfull, his friend and state and national captain.', ' Ponsford is the only player to twice break the world record for the highest individual score in first-class cricket; Ponsford and Brian Lara are the only cricketers to twice score 400\\xa0runs in an innings.', \" Ponsford holds the Australian record for a partnership in Test cricket, set in 1934 in combination with Donald Bradman(451 for 2nd wicket)—the man who broke many of Ponsford's other individual records.In fact,he along with Don Bradman set the record for the highest partnership ever for any wicket in Test cricket history when playing in away soil (451 runs for the second wicket)\"]], ['2017 Pakistan Super League spot-fixing scandal', [\"The 2017 Pakistan Super League spot-fixing scandal arose in February 2017 when the Pakistan Cricket Board (PCB) suspended cricketers under its anti-corruption code in an ongoing investigation backed by International Cricket Council (ICC)'s Anti-Corruption and Security Unit on spot-fixing during the 2017 Pakistan Super League.\", ' The six cricketers suspended by the PCB are: Sharjeel Khan (on 10 February), Khalid Latif (on 10 February), Nasir Jamshed (on 13 February), Mohammad Irfan (on 14 March), Shahzaib Hasan (on 17 March) and Mohammad Nawaz (16 May).']], ['Tamim Iqbal', ['Tamim Iqbal Khan (Bengali: তামিম ইকবাল খান ; born 20 March 1989) is an international Bangladeshi cricketer and former Test captain of the team.Tamim is arguably the best batsman in Bangladesh.', ' Tamim made his One Day International debut in 2007 and played his first Test the following year.', \" A left-handed opening batsman, he is the Bangladeshi's most successful runscorer to date.\", ' Between December 2010 and September 2011 he was vice-captain of the national side.', ' Considered as the best ever opening batsman for Bangladesh, Tamim has set up centuries in all three formats of the game and is also the first Bangladeshi to score 10,000 international runs.']], ['Sidath Wettimuny', ['Sidath Wettimuny is a former Sri Lankan cricketer, who played Test cricket and One Day Internationals as an opening batsman from 1982 to 1987.', ' Wettimuny was a typical opening batsman in that he often played very defensively, grafting for his runs, and his ODI strike rate of 48 shows this quite clearly.']], ['Khalid Latif (imam)', ['Khalid Latif is Executive Director and Chaplain (Imam) for the Islamic Center at New York University (NYU).']], ['Roy Virgin', ['A right-handed opening batsman, Virgin had a mostly solid but unspectacular career in first-class cricket, except for two individual seasons, one for each of his two counties, during which he looked as good as any opening batsman in county cricket and was mentioned as a possible Test player.']], ['Angus Robson', ['Angus James Robson (born 19 February 1992 in Sydney) is an Australian cricketer who played for Leicestershire.', ' He is the brother of England and Middlesex opening batsman, Sam.', ' He has appeared in 26 first-class matches as a right-handed batsman who bowls leg breaks.', ' He was part of the Leicestershire side that completed a famous first victory in 3 years against Essex on 3 June 2015, playing a big role in the side as an opening batsman, scoring 120 and 71 in the game.']]], 'type': 'bridge', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 5 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
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{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-12-09 17:50:33.396\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5ae6479a55429929b0807b1b', 'answer': '\"That Bizarre Girl\"', 'question': \"Jun Ji-hyun rose to fame after her as a girl in a film that's title means what?\", 'supporting_facts': [['Jun Ji-hyun', 0], ['Jun Ji-hyun', 1], ['My Sassy Girl', 0]], 'context': [['My Sassy Girl', ['My Sassy Girl (Korean: 엽기적인 그녀 ; literally, \"That Bizarre Girl\") is a 2001 South Korean romantic comedy film directed by Kwak Jae-yong, starring Jun Ji-hyun and Cha Tae-hyun.']], ['Il Mare', ['Il Mare (; lit.', ' \"time-transcending love\") is a 2000 South Korean film, starring Jun Ji-hyun and Lee Jung-jae, and directed by Lee Hyun-seung.', ' The title, \"Il Mare\", means \"The Sea\" in Italian, and is the name of the seaside house which is the setting of the story.', ' The two protagonists both live there two years apart in time, but are able to communicate through a mysterious mailbox.']], ['Happy Together (1999 TV series)', ['Happy Together () is a 1999 South Korean television series starring Lee Byung-hun, Song Seung-heon, Kim Ha-neul, Jo Min-su, and Jun Ji-hyun It aired on SBS from June 16 to August 5, 1999 on Wednesdays and Thursdays at 21:55 for 16 episodes.', ' Starring young actors who would go on to become Korean TV and film stars, the hit drama revolves around five children who were separated at the death of their parents, and the love, conflicts, and reconciliation that these siblings go through when they meet again as adults.']], ['Windstruck', ['Windstruck (; lit.', ' \"Let me introduce (you to) my girlfriend\") is a 2004 South Korean romantic comedy.', ' It stars Jun Ji-hyun, Jang Hyuk, and was directed by Kwak Jae-yong.', ' The film held its premiere in Hong Kong, attended by Jang and Jun, on 28 May 2004, being the first Korean film to do so.', ' It was released on June 3, 2004 by CJ Entertainment and ran at 123 minutes.']], ['Jun Ji-hyun', ['Jun Ji-hyun (born Wang Ji-hyun on 30 October 1981), also known as Gianna Jun, is a South Korean actress.', ' She rose to fame for her role as The Girl in the romantic comedy \"My Sassy Girl\" (2001), one of the highest-grossing Korean comedies of all time.', ' Other notable films include \"Il Mare\" (2000), \"Windstruck\" (2004), \"The Thieves\" (2012), \"The Berlin File\" (2013) and \"Assassination\" (2015).']], ['My Love from the Star', ['My Love from the Star (; literally \"You Who Came from the Stars\") is a South Korean television series starring Jun Ji-hyun, Kim Soo-hyun, Park Hae-jin and Yoo In-na in lead.', ' Written by Park Ji-eun, it is a romantic fantasy story about an alien who landed on Earth in the Joseon Dynasty and, 400 years later, falls in love with a top actress in the modern era.', \" It aired on SBS from December 18, 2013 to February 27, 2014 on Wednesdays and Thursdays at 22:00 for 21 episodes; the production company extended the original 20-episode run with one episode, due to high viewers' demand.\"]], ['The Berlin File', ['The Berlin File (; lit.', ' \"Berlin\") is a 2013 South Korean spy action thriller film written and directed by Ryoo Seung-wan.', ' Ha Jung-woo stars as a North Korean agent in Berlin who is betrayed and cut loose when a weapons deal is exposed.', ' Together with his wife, a translator at the North Korean embassy in Berlin played by Jun Ji-hyun, they try to escape being purged, with Ryoo Seung-bum and Han Suk-kyu playing North and South Korean operatives on their trail.']], ['White Valentine', ['White Valentine () is a 1999 Korean romantic film directed by Yang Yun-ho.', ' It stars Park Shin-yang with Jun Ji-hyun in her movie debut.']], ['Daisy (2006 film)', ['Daisy () is a 2006 film directed by Hong Kong filmmaker Andrew Lau of the \"Infernal Affairs\" trilogy.', ' \"Daisy\" is an urban romantic melodrama involving young painter Hye-young (Jun Ji-hyun), Interpol detective Jeong Woo (Lee Sung-jae), and professional hitman Park Yi (Jung Woo-sung).']], ['The Legend of the Blue Sea', ['The Legend of the Blue Sea () is a 2016-2017 South Korean television series starring Jun Ji-hyun and Lee Min-ho.', \" Inspired by a classic Joseon legend from Korea's first collection of unofficial historical tales about a fisherman who captures and releases a mermaid, this drama tells the love story of a con-artist and a mermaid who travels across the ocean to find him.\", ' It aired on SBS every Wednesday and Thursday at 22:00 (KST) started from 16 November 2016 until 25 January 2017.']]], 'type': 'bridge', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 5 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"\u001b[32m2025-12-09 17:50:38.287\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5ac29aa655429967731025b2', 'answer': '26,000', 'question': 'Eduard Schweizer teaches at a German university with over how many students? ', 'supporting_facts': [['Eduard Schweizer', 0], ['University of Zurich', 0]], 'context': [['University of Zurich', ['The University of Zurich (UZH, German: \"Universität Zürich\" ), located in the city of Zürich, is the largest university in Switzerland, with over 26,000 students.', ' It was founded in 1833 from the existing colleges of theology, law, medicine and a new faculty of philosophy.']], ['BMVA Summer School', ['BMVA Summer School is an annual summer school on computer vision, organised by the British Machine Vision Association and Society for Pattern Recognition (BMVA).', ' The course is residential, usually held over five days, and consists of lectures and practicals in topics in image processing, computer vision, pattern recognition.', ' It is intended that the course will complement and extend the material in existing technical courses that many students/researchers will encounter in their early stage of postgraduate training or caeeers.', ' It aims to broaden awareness of knowledge and techniques in Vision, Image Computing and Pattern Recognition, and to develop appropriate research skills, and for students to interact with their peers, and to make contacts among those who will be the active researchers of their own generation.', ' It is open to students from both UK and non-UK universities.', ' The registration fees vary based on time of registration and are in general slightly higher for non-UK students.', ' The summer school has been hosted locally by various universities in UK that carry out Computer Vision research, e.g., Kingston University, the University of Manchester and Swansea University.']], ['University Cooperative Housing Association', ['University Cooperative Housing Association (UCHA) is a student housing cooperative in Westwood, Los Angeles serving the University of California, Los Angeles (UCLA) campus.', ' Approximately 400 students live there and in addition to housing UCLA students, UCHA offers housing to students of any college, including the UCLA Extension and Santa Monica College.', ' UCHA operates three buildings, Hardman-Hansen Hall, Essene Hall, and Robison Hall, the latter being a renovated version of the Landfair Apartments and cultural landmark designed by Richard Neutra.', ' Jim Morrison, of The Doors, purportedly lived at UCHA during his time at UCLA.', ' Green Day and Margaret Cho performed at UCHA in the early 1990s.', ' In addition to the UCLA campus, Hardman-Hansen and Robison Halls were used as filming locations for the 1982 horror film, The Dorm That Dripped Blood.', \" Many students of China's Lost Generation studying at UCLA reside at UCHA.\"]], ['Eduard Schweizer', ['Eduard Schweizer (1913-2006) was a Swiss New Testament scholar who taught at the University of Zurich for an extended period.', ' He won the Burkitt Medal for Biblical Studies in 1996.']], ['National High School Debate League of China', ['The National High School Debate League of China, or simply NHSDLC, is an English-language high school debate league serving Mainland China.', ' It uses the Public Forum debate format.', ' Each year, the NHSDLC sees around 50,000 students participate in its debate workshops and around 12,000 students participate in its regional or national tournaments that it hosts in more than 33 cities in China.', ' According to The Economist, many students believe participating will help their application to a Western university.', \" It was founded in 2012, and it hosted one of China's first ever English-language high school national debate tournaments for local students at Peking University in May 2013.\", ' Each year, its national debate championship hosted in Beijing attracts 450 students from around China.', ' NHSDLC is partnered with Harvard College Mentors for Urban Debate, Penn for Youth Debate, the Chicago Debate Society, the Yale Debate Association, Sunrise International Education, and the Stanford Youth Debate Initiative.']], ['Donald B. Fullerton', ['Donald B. Fullerton (July 6, 1892\\xa0– April 9, 1985) was a Christian missionary and teacher who founded the Princeton Evangelical Fellowship and served with it from 1931 until 1980.', ' He was noted for convincing many students at Princeton University of the truth of the Christian faith.', ' Arthur Glasser also credited his conversion to Dr. Fullerton, through hearing him speak at the Keswick Bible Conference.', ' In addition to his evangelistic efforts, Dr. Fullerton was a major spiritual influence on many students including Paul Pressler, a major figure in the Conservative resurgence of the Southern Baptist Convention, and the noted Reformed theologian John Frame.', ' He was a member of the Princeton University Class of 1913 and received an honorary Doctorate of Ministry from Grace Theological Seminary.']], ['Matthias Eduard Schweizer', ['Matthias Eduard Schweizer (8 August 1818 – 23 October 1860) was a Swiss chemist.']], ['Port Moody Secondary School', ['Port Moody Secondary School is a public coeducational high school located in Port Moody, British Columbia.', ' The school is notable for offering the International Baccalaureate Program and the Career Preparation Program to its students, which many students travel from other districts to participate in.', ' There are approximately 400 students in the pre-International Baccalaureate Diploma programme and the International Baccalaureate diploma programme tracks.', \" Port Moody Secondary is widely known in the area for sending an impressive number of students to the world's most selectivities universities.\", ' In the past three years, students have matriculated to schools such as: Harvard University, Princeton University, University of Chicago, University of Pennsylvania, Cornell University, UC Berkeley and Dartmouth College.', ' Port Moody serves grades nine through twelve and currently has an enrollment of 1,312 students.', ' The school is respected for its academics, visual arts, musical arts and athletic programs.']], [\"Pennsylvania Governor's School for the Sciences\", [\"The Pennsylvania Governor's School for the Sciences (PGSS) is one of the Pennsylvania Governor's Schools of Excellence, a group of five-week summer programs for gifted high school students in the state of Pennsylvania.\", ' Carnegie Mellon University in Pittsburgh has hosted the program since its inception in 1982.', ' Most recently, it has been directed by Physics Professor Dr. Barry Luokkala.', ' Participants are required to be Pennsylvania high school students between their junior and senior years and are required to live in the dormitories for the full five weeks of the program.', ' Admission is very competitive - approximately 500 of the most scientifically gifted students in the state compete for 56 to 60 slots in the program.', \" The aim of PGSS is to promote interest in science rather than to advance students' knowledge in a specific area.\", ' The curriculum includes five \"core\" courses in Biology, Chemistry, Computer Science, Mathematics and Physics, and numerous electives.', ' In addition to taking classes, students are required to participate in a lab course and a research-style team project.', ' The emphasis is on cooperation, rather than competition - students are encouraged to both collaborate with other students on academic work and to interact socially.', ' The Residence Life staff provides a number of structured social events to foster friendship and teamwork.', ' There is at least one event per day and is advertised on the social calendar in the dorm lobby.', ' For many students, the social development gained from the program rivals the scientific knowledge they acquire.', ' The students leave the program with a strong bond; most attend an organized reunion the following year after the 4th week of the program.']], ['KJSCE Symphony', ['Symphony, the annual cultural festival of K. J. Somaiya College of Engineering, has created its name and popularity among Engineering and Management institutes far and wide for the last decade.', ' Every year many students from various institutes be a part of this festival.', ' The main aim is to promote, encourage and exhibit the talents of the students on a common platform and create interest in the classical, vocal and instrumental music.', ' Symphony hosts more than 9000 students every year.', ' Symphony has been graced by artists of the magnitude of Pt.', ' Hariprasad Chaurasia, Pt ShivKumar Sharma, Louis Banks, Hariharan, Indus Creed, Parikrama, KK, Bombay Vikings, Taufiq Qureshi, Dagar, Suraj Jagan, and Ustad Zakir Hussain.', ' The event also has a social touch to propagate a message relevant to the times like AIDS awareness, etc.', ' There have also been Auto Shows and an Army display at Symphony.', ' The organization is done by students which is also a time for building strong camaraderie and teamwork.', ' Many students look back fondly at the memories gathered during this phase of their lives.']]], 'type': 'bridge', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 1 second. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
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"\r",
"Evaluating workflow: 18%|█▊ | 88/500 [00:27<12:23, 1.80s/it]"
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"\u001b[32m2025-12-09 17:50:38.590\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5ae4d2a55542990ba0bbb161', 'answer': 'major water deity', 'question': 'Giselle Cossard was known as Mother Giselle of what type of diety?', 'supporting_facts': [['Giselle Cossard', 0], ['Giselle Cossard', 1], ['Yemoja', 0]], 'context': [['Type A Kō-hyōteki-class submarine', ['The \"Type A Ko-hyoteki\" (甲標的甲型 , Kō-hyōteki kō-gata , Target \\'A\\', Type \\'A\\') class was a class of Japanese midget submarines (\"Ko-hyoteki\") used during World War II.', ' They had hull numbers but no names.', ' For simplicity, they are most often referred to by the hull number of the mother submarine.', ' Thus, the midget carried by \"I-16\"-class submarine was known as I-16\\'s boat, or \"I-16tou.\"']], ['Isabel Briggs Myers', ['Isabel Briggs Myers (October 18, 1897\\xa0– May 5, 1980) was an American author and co-creator of a personality inventory known as the Myers–Briggs Type Indicator (MBTI).', ' Briggs Myers created the MBTI with her mother, Katharine Cook Briggs.']], ['Tripura Sundari Temple', ['Tripura Sundari Temple is situated in the ancient Udaipur, about 55\\xa0km from Agartala, Tripura believed to be one of the holiest Hindu shrines in this part of the country.', ' Popularly known as Matabari, crowns in a small hillock and is served by the red-robed priests who traditionally, minister to the mother goddess Tripura Sundari.', ' Considered to be one of the 51 Shakti Peethas, consists of a square type sanctum of the typical Bengali hut.', \" It is believed that Sati's right foot fell here during Lord Shiva's Dance.\", ' The temple consist a square type sanctum with a conical dome.', ' It was constructed by Maharaja Dhanya Manikya in 1501A.', 'D, there are two identical images of the same deity inside the temple.', ' They are known as Tripura Sundari (5\\xa0feet high) and Chhotima (2\\xa0feet high) in Tripura.', \" The idol of Kali is worshiped at the temple of Tripura Sundari in the form of 'Soroshi'.\", ' One is made of kasti stone which is reddish black in colour.', ' It is believed that the idol was Chhotima was carried by king in battlefield.', ' This temple is also known as Kurma Pitha because it the temple premises resembles kurma i.e. tortoise.', ' Every year on Diwali, a famous Mela takes place near the temple which is visited by more than two lakhs pilgrims.']], ['Neonatal isoerythrolysis', ['Neonatal isoerythrolysis, also known as hemolytic icterus, is a disease most commonly seen in kittens and foals, but has also been reported in puppies.', ' In the kitten this is referred to as \"fading kitten syndrome.\"', ' It occurs when the mother has antibodies against the blood type of the newborn.']], ['Sweet Porridge', ['\"Sweet Porridge\", often known in English under the title of \"The Magic Porridge Pot\", is a folkloric German fairy tale recorded by the Brothers Grimm, as tale number 103 in \"Grimm\\'s Fairy Tales\", in the 19th century.', ' It is Aarne-Thompson type 565, the magic mill.', ' Other tales of this type include \"Why the Sea Is Salt\" and \"The Water Mother\".']], ['Giselle Cossard', ['Giselle Cossard Binon Omindarewa, (31 May 1923, Tangier - 21 January 2016, Duke of Caxias), Mãe-de-santo of Candomblé of Rio de Janeiro, was a French Brazilian anthropologist and writer.', ' She was also known as Mother Giselle of Yemoja, Daughter of Saint John of Goméia, Initiated for the Orisha Yemoja.']], ['Yemoja', ['Yemoja (Yoruba: \"Yemọja\" ) is a major water deity from the Yoruba religion.', ' She is an orisha and the mother of all orishas, having given birth to the 14 Yoruba gods and goddesses.', ' She is often syncretized with either Our Lady of Regla in the afrocuban diaspora or various other Virgin Mary figures of the Catholic Church, a practice that emerged during the era of the Trans-Atlantic slave trade.', ' Yemoja is motherly and strongly protective, and cares deeply for all her children, comforting them and cleansing them of sorrow.', ' She is said to be able to cure infertility in women, and cowrie shells represent her wealth.', ' She does not easily lose her temper, but when angered she can be quite destructive and violent, as the flood waters of turbulent rivers.']], ['Theotokos of Vladimir', ['The Theotokos of Vladimir (Greek: Θεοτόκος του Βλαντίμιρ ), also known as Our Lady of Vladimir, Vladimir Mother of God, or Virgin of Vladimir (Russian: Владимирская Икона Божией Матери ) is a medieval Byzantine icon of the Virgin and Child.', ' In 1169 Andrei Bogolyubsky sacked Kiev, and, after plundering the city, stole much religious artwork, including a Byzantine \"Mother of God\" icon which was transferred to Vladimir (for references see Yury Dolgorukiy and Andrey Bogolyubskiy).', ' It is one of the most venerated Orthodox icons and a fine and early example of the iconography of the \"Eleusa\" (tenderness) type, with the Christ child snuggling up to his mother\\'s cheek.', ' The \"Theotokos\" (Greek for Virgin Mary, literally meaning \"Birth-Giver of God\") is regarded as the holy protectress of Russia.', ' The icon is displayed in the Tretyakov Gallery, Moscow in a functioning church in the grounds of the museum.', ' Her feast day is June 23rd o.s. / July 6th n.s. Even more than most famous icons, the original has been copied repeatedly for centuries, and many copies have considerable artistic and religious significance of their own.']], ['Portuguese poetry', ['The beginnings of Portuguese poetry go back to the early 12th century, around the time when the County of Portugal separated from the medieval Kingdom of Galicia in the northwest of the Iberian Peninsula.', ' It was in this region that the ancestral language of both modern Portuguese and modern Galician, known today as Galician-Portuguese, was the common language of the people.', \" Like the troubadour culture in the Iberian Peninsula and the rest of Europe, Galician-Portuguese poets sang the love for a woman, which often turned into personal insults, as she had hurt her lover's pride.\", ' However, this region produced a specific type of song, known as \"cantigas de amigo\" (songs of a friend).', ' In these, the lyrical subject is always a woman (though the singer was male) talking about her friend (lover) from whom she has been separated - by war or other activities - as shown in the Reconquista.', ' They discuss the loneliness that the woman feels.', \" But some poems also project eroticism, or confess the lover's meeting in a secret place, often through a dialogue she has with her mother or with natural elements (such could be considered a custom adapted from the pagan peoples in the region).\", ' Epic poetry was also produced, as was common in Romantic medieval regions (\"Gesta de D. Afonso Henriques\", of unknown authorship).']], [\"Eve's pudding\", [\"Eve's pudding, also known as Mother Eve's pudding, is a type of traditional British pudding now made from apples and Victoria sponge cake mixture.\", ' The apples are allowed to stew at the bottom of the baking dish while the cake mixture cooks on top.', ' The name is a reference to the biblical Eve.', \" It is a simplified version of Duke of Cumberland's pudding.\", ' The earliest known version dates from 1824, predating baking powder, and therefore uses grated bread and shredded suet.']]], 'type': 'bridge', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 1 second. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
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"\r",
"Evaluating workflow: 18%|█▊ | 89/500 [00:28<10:02, 1.47s/it]"
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"text": [
"\u001b[32m2025-12-09 17:50:38.644\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5ae7ac495542993210983eee', 'answer': 'What Ever Happened to Baby Jane?', 'question': 'What film came out first, All the Marbles or What Ever Happened to Baby Jane?', 'supporting_facts': [['...All the Marbles', 0], ['Robert Aldrich', 0], ['Robert Aldrich', 1]], 'context': [['David Cerda', ['David Cerda (born June 13, 1961, Hammond, Indiana) is an American performer and playwright based in Chicago, Illinois.', ' He is currently the artistic director for Hell In A Handbag Productions.', ' His campy, highly theatrical plays have made him an infamous icon within the Chicago theater scene.', ' He has written and appeared in a transgressive adaptation of \"Rudolph, the Red-Hosed Reindeer\", \"How ‘What Ever Happened to Baby Jane?’', ' Happened\" and POSEIDON!', ' An Upside-Down Musical which won the New York International Fringe Festival Best Ensemble Award.']], ['Dave Willock', ['Dave Willock (August 13, 1909 – November 12, 1990) was an American character actor.', ' Willock appeared in 181 films and television series from 1939 to 1989.', ' He is probably most familiar to modern audiences from his performance as Baby Jane Hudson\\'s father in the opening scenes of the cult classic \"What Ever Happened to Baby Jane?', '\" (1962).', ' He played seven different characters on CBS\\'s \"Green Acres\" with Eddie Albert and Eva Gabor, mostly portraying clerks or elevator operators.']], ['...All the Marbles', ['…All the Marbles (reissued as The California Dolls) is a 1981 comedy-drama film about the trials and travails of a female wrestling tag team and their manager.', ' It was directed by Robert Aldrich (his final film) and stars Peter Falk, Vicki Frederick and Laurene Landon.', ' The Pittsburgh Steeler hall of famer \"Mean\" Joe Greene plays himself.']], ['What Ever Happened to...', ['What Ever Happened to... is a 1991 American made-for-television thriller drama film directed by David Greene and adapted for the small screen by Brian Taggert, based on the novel \"What Ever Happened to Baby Jane?', '\" by Henry Farrell and the 1962 theatrical film of the same name.', ' It stars real-life sisters Lynn Redgrave as Baby Jane Hudson and Vanessa Redgrave as Blanche Hudson, in the roles previously played by Bette Davis and Joan Crawford in the 1962 adaptation.']], ['Robert Aldrich', ['Robert Burgess Aldrich (August 9, 1918 – December 5, 1983) was an American film director, writer and producer, notable for such films as \"Vera Cruz\" (1954), \"Kiss Me Deadly\" (1955), \"The Big Knife\" (1955), \"What Ever Happened to Baby Jane?', '\" (1962), \"Hush… Hush, Sweet Charlotte\" (1964), \"The Flight of the Phoenix\" (1965), \"The Dirty Dozen\" (1967) and \"The Longest Yard\" (1974).']], ['What Ever Happened to Baby Toto?', ['What Ever Happened to Baby Toto?', ' (Italian: \"Che fine ha fatto Totò Baby?\" )', ' is a 1964 Italian black comedy film written and directed by Ottavio Alessi.', ' It is a parody of Robert Aldrich\\'s \"What Ever Happened to Baby Jane?', '\".']], ['Psycho-biddy', ['Psycho-biddy is a colloquial term for a subgenre of the horror/thriller movie that features a formerly-glamorous older woman who has become mentally unbalanced and terrorizes those around her.', ' The genre officially began in 1962 with the film \"What Ever Happened to Baby Jane?', '\" (though it had some antecedents) and lasted through the mid-1970s.', ' It has also been referred to by the terms Grande Dame Guignol, hagsploitation and hag horror.', ' Renata Adler, in her \"The New York Times\" review for the 1968 film \"The Anniversary\", referred to the genre as \"the Terrifying Older Actress Filicidal Mummy genre.\"']], ['What Ever Happened to Baby Jane? (1962 film)', ['What Ever Happened to Baby Jane?', ' is a 1962 American psychological thriller–horror film produced and directed by Robert Aldrich, starring Bette Davis and Joan Crawford, about an aging former actress who holds her paraplegic sister captive in an old Hollywood mansion.', ' The screenplay by Lukas Heller is based on the 1960 novel of the same name by Henry Farrell.', \" Upon the film's release, it was met with widespread critical and box office acclaim and was later nominated for five Academy Awards, winning one for Best Costume Design, Black and White.\"]], ['Baby Jane Hudson', ['Baby Jane Hudson is a fictional character and the antagonist of Henry Farrell\\'s 1960 novel \"What Ever Happened to Baby Jane?', '\" She was portrayed by Bette Davis in the 1962 film adaptation and by Lynn Redgrave in the 1991 made-for-TV remake.', ' The 1962 production is the better-known, with Bette Davis earning an Academy Award nomination for her performance.', ' The character is portrayed by Susan Sarandon,who plays Bette Davis, in the TV anthology \"Feud: Bette and Joan\" aired in 2017.']], ['Debbie Burton', ['Debbie Burton was an American singer.', ' She is best known for dubbing the singing voice of the young Baby Jane Hudson (played by child actress Julie Allred) in the 1962 film \"What Ever Happened to Baby Jane?', '\", singing the song \"I\\'ve Written a Letter to Daddy\".', ' Burton also sang a duet with Bette Davis, the rock and roll song \"What Ever Happened to Baby Jane?\"', ', written by Frank DeVol and Lukas Heller.', ' It was released as a promotional single, with Burton\\'s rendition of \"I\\'ve Written a Letter to Daddy\" on the flipside.', ' An instrumental version of \"What Ever Happened to Baby Jane?\"', ' can be heard in the movie.']]], 'type': 'bridge', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 1 second. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
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"\r",
"Evaluating workflow: 18%|█▊ | 91/500 [00:29<07:28, 1.10s/it]"
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"metrics {'f1': 0.4, 'em': 0.0, 'acc': 1.0}\n",
"\u001b[32m2025-12-09 17:50:39.951\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 6 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
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"\r",
"Evaluating workflow: 18%|█▊ | 92/500 [00:29<06:17, 1.08it/s]"
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"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:50:40.641\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 6 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
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{
"name": "stderr",
"output_type": "stream",
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"\r",
"Evaluating workflow: 19%|█▊ | 93/500 [00:30<05:53, 1.15it/s]"
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"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:50:41.308\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 10 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
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{
"name": "stderr",
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"\r",
"Evaluating workflow: 19%|█▉ | 94/500 [00:30<05:31, 1.22it/s]"
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"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:50:41.600\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 12 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
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{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 19%|█▉ | 95/500 [00:31<04:34, 1.48it/s]"
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"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:50:41.793\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 12 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
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"text": [
"\r",
"Evaluating workflow: 19%|█▉ | 96/500 [00:31<03:39, 1.84it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:50:43.567\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 6 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 19%|█▉ | 97/500 [00:33<05:59, 1.12it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 20%|█▉ | 98/500 [00:34<07:03, 1.05s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.4615384615384615, 'em': 0.0, 'acc': 1.0}\n",
"\u001b[32m2025-12-09 17:50:45.533\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 16 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 20%|█▉ | 99/500 [00:35<05:58, 1.12it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:50:45.800\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 9 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 20%|██ | 100/500 [00:35<04:44, 1.41it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:50:48.813\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 4 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 20%|██ | 101/500 [00:38<09:15, 1.39s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:50:48.892\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 7 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:50:51.356\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 7 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 21%|██ | 103/500 [00:40<08:50, 1.34s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:50:51.478\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 3 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 21%|██ | 104/500 [00:41<06:50, 1.04s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:50:51.667\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 9 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 21%|██ | 105/500 [00:41<05:22, 1.23it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:50:52.965\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 6 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 21%|██ | 106/500 [00:42<06:13, 1.06it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:50:53.483\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 7 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"\u001b[32m2025-12-09 17:50:53.483\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 10 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 21%|██▏ | 107/500 [00:43<05:25, 1.21it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:50:53.505\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 10 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:50:54.239\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 13 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 22%|██▏ | 110/500 [00:43<03:20, 1.95it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"\u001b[32m2025-12-09 17:50:54.817\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 13 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 22%|██▏ | 112/500 [00:44<02:49, 2.29it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:50:55.814\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 12 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 23%|██▎ | 113/500 [00:45<03:31, 1.83it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:50:56.117\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 11 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 23%|██▎ | 114/500 [00:45<03:10, 2.03it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:50:58.897\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 11 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 23%|██▎ | 115/500 [00:48<06:39, 1.04s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:51:00.541\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 3 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 23%|██▎ | 116/500 [00:50<07:37, 1.19s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:51:01.975\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 9 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 23%|██▎ | 117/500 [00:51<08:01, 1.26s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:51:02.741\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 8 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 24%|██▎ | 118/500 [00:52<07:08, 1.12s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:51:02.836\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 7 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:51:03.652\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 7 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 24%|██▍ | 120/500 [00:53<05:14, 1.21it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:51:03.679\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 7 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:51:03.983\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 7 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 24%|██▍ | 122/500 [00:53<03:36, 1.75it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 25%|██▍ | 123/500 [00:54<03:50, 1.63it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.7368421052631579, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:51:07.061\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 4 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:51:07.206\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 4 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:51:07.656\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 3 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 25%|██▌ | 126/500 [00:57<04:23, 1.42it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:51:07.684\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 3 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:51:07.979\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 3 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 26%|██▌ | 128/500 [00:57<02:55, 2.12it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:51:09.716\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 1 second. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 26%|██▌ | 129/500 [00:59<04:45, 1.30it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:51:11.458\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 1 second. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 26%|██▌ | 130/500 [01:01<06:14, 1.01s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 26%|██▌ | 131/500 [01:01<06:00, 1.02it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 27%|██▋ | 133/500 [01:02<03:36, 1.70it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 28%|██▊ | 139/500 [01:02<01:00, 5.94it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0.6666666666666666, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.33333333333333337, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
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"Evaluating workflow: 29%|██▉ | 145/500 [01:03<00:43, 8.16it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0.2857142857142857, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
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"name": "stderr",
"output_type": "stream",
"text": [
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.6, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n"
]
},
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"name": "stderr",
"output_type": "stream",
"text": [
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n"
]
},
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]
},
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"name": "stdout",
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"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
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]
},
{
"name": "stdout",
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"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0.17391304347826084, 'em': 0.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 33%|███▎ | 165/500 [01:09<01:19, 4.21it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 0.0}\n",
"metrics {'f1': 0.6666666666666666, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0.14285714285714288, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.7692307692307693, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0.1111111111111111, 'em': 0.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 0.0}\n",
"metrics {'f1': 0.5, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0.625, 'em': 0.0, 'acc': 1.0}\n"
]
},
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"name": "stderr",
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]
},
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"name": "stdout",
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"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.08333333333333334, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.24000000000000002, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 1.0}\n"
]
},
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"name": "stderr",
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 37%|███▋ | 185/500 [01:12<00:58, 5.35it/s]Unclosed client session\n",
"client_session: \n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0.5, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Unclosed client session\n",
"client_session: \n",
"Evaluating workflow: 37%|███▋ | 186/500 [01:13<01:12, 4.31it/s]Unclosed client session\n",
"client_session: \n",
"Unclosed client session\n",
"client_session: \n",
"Unclosed client session\n",
"client_session: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900987.447861675)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900987.424225066)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900987.867846096)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900987.464736516)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900987.741797127)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900987.66892916)])']\n",
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"Unclosed connector\n",
"connections: ['deque([(, 9900987.87465422)])']\n",
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"connections: ['deque([(, 9900992.646339724)])']\n",
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"connections: ['deque([(, 9900988.90205124)])']\n",
"connector: \n",
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"connections: ['deque([(, 9900989.398130026)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900990.117923113)])']\n",
"connector: \n",
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"Unclosed connector\n",
"connections: ['deque([(, 9900987.820199456)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900987.40997424)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900988.09916453)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900987.507396225)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900987.3982037)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900988.372753982)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900987.694346609)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900987.77917563)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900987.101632733)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900987.729158033)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900989.015242323)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900992.473841628)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900989.650610672)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900989.440078005)])']\n",
"connector: \n",
"Unclosed client session\n",
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"Unclosed connector\n",
"connections: ['deque([(, 9900989.24249936)])']\n",
"connector: \n",
"Unclosed client session\n",
"client_session: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900990.35859264)])']\n",
"connector: \n",
"Unclosed client session\n",
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"Unclosed client session\n",
"client_session: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900989.765040504)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900991.250709284)])']\n",
"connector: \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Unclosed client session\n",
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"Unclosed connector\n",
"connections: ['deque([(, 9900989.682905024)])']\n",
"connector: \n",
"Unclosed client session\n",
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"connections: ['deque([(, 9900990.989716977)])']\n",
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"Unclosed connector\n",
"connections: ['deque([(, 9900990.143409532)])']\n",
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"Unclosed client session\n",
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"Unclosed connector\n",
"connections: ['deque([(, 9900990.316368464)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900991.51176343)])']\n",
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"Unclosed client session\n",
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"Unclosed connector\n",
"connections: ['deque([(, 9900991.611756269)])']\n",
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"Unclosed connector\n",
"connections: ['deque([(, 9900991.093860747)])']\n",
"connector: \n",
"Unclosed client session\n",
"client_session: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900991.724075453)])']\n",
"connector: \n",
"Unclosed client session\n",
"client_session: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900991.51944911)])']\n",
"connector: \n",
"Unclosed client session\n",
"client_session: \n",
"Unclosed client session\n",
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"Unclosed client session\n",
"client_session: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900989.73087138)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900989.668732414)])']\n",
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"Unclosed connector\n",
"connections: ['deque([(, 9900989.456839943)])']\n",
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"Unclosed connector\n",
"connections: ['deque([(, 9900991.078686344)])']\n",
"connector: \n",
"Unclosed client session\n",
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"Unclosed client session\n",
"client_session: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900991.32544321)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900992.205809632)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900992.874902256)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900991.884841861)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900991.389818488)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900995.138487663)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900992.010101842)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9900992.757979088)])']\n",
"connector: \n",
"Unclosed client session\n",
"client_session: \n",
"Unclosed client session\n",
"client_session: \n",
"Unclosed client session\n",
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"Unclosed client session\n",
"client_session: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9901040.062205683)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9901039.45589229)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9901040.603285013)])']\n",
"connector: \n",
"Unclosed connector\n",
"connections: ['deque([(, 9901039.137437675)])']\n",
"connector: \n",
"Evaluating workflow: 39%|███▊ | 193/500 [01:13<00:24, 12.71it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metricsmetrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
" {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0.4, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0.38095238095238093, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0.3076923076923077, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0.14285714285714288, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 0.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 39%|███▉ | 196/500 [01:14<00:40, 7.50it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.4, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 40%|███▉ | 198/500 [01:14<00:48, 6.24it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 40%|████ | 200/500 [01:15<00:50, 5.89it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0.5, 'em': 0.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 40%|████ | 202/500 [01:15<00:48, 6.16it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 41%|████ | 205/500 [01:15<00:48, 6.03it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 42%|████▏ | 208/500 [01:15<00:34, 8.40it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0.5, 'em': 0.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 42%|████▏ | 212/500 [01:31<07:40, 1.60s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.8, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"\u001b[32m2025-12-09 17:51:41.813\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 13 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:51:45.170\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 9 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 43%|████▎ | 214/500 [01:34<07:50, 1.65s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:51:45.272\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5a83b1e75542990548d0b220', 'answer': 'screenwriter', 'question': 'Worker: What professional title to both Christopher Nolan and Paul Schrader boast?', 'supporting_facts': [['Christopher Nolan', 0], ['Paul Schrader', 0]], 'context': [['Hardcore (1979 film)', ['Hardcore is a 1979 American crime drama film written and directed by Paul Schrader and starring George C. Scott, Peter Boyle and Season Hubley.', ' The story concerns a father searching for his daughter, who has vanished only to appear in a pornographic film.', ' Writer-director Schrader had previously written the screenplay for Martin Scorsese\\'s \"Taxi Driver\", and both films share a theme of exploring an unseen subculture.']], ['Paul Schrader', ['Paul Joseph Schrader (born July 22, 1946) is an American screenwriter, film director, and film critic.', ' Schrader wrote or co-wrote screenplays for four Martin Scorsese films: \"Taxi Driver\" (1976), \"Raging Bull\" (1980), \"The Last Temptation of Christ\" (1988), and \"Bringing Out the Dead\" (1999).', ' Schrader has also directed 18 feature films, including his directing debut crime drama, \"Blue Collar\" (co-written with his brother, Leonard Schrader), the crime drama \"Hardcore\" (a loosely autobiographical film also written by Schrader), his 1982 remake of the horror classic \"Cat People\", the crime drama \"American Gigolo\" (1980), the biographical drama \"\" (1985), the cult film \"Light Sleeper\" (1992), the drama \"Affliction\" (1997), the biographical film \"Auto Focus\" (2002), and the erotic dramatic thriller \"The Canyons\" (2013).']], ['Christopher Nolan', ['Christopher Edward Nolan ( ; born 30 July 1970) is an English-American film director, producer, and screenwriter.', ' He is one of the highest-grossing directors in history, and among the most successful and acclaimed filmmakers of the 21st century.']], ['The Yakuza', ['The Yakuza is a 1974 Japanese-American neo-noir gangster film directed by Sydney Pollack, written by Leonard Schrader, Paul Schrader, and Robert Towne.', \" The film is about a man (Robert Mitchum) who returns to Japan after several years away in order to rescue his friend's kidnapped daughter.\", ' Following a lackluster initial release, the film has since gained a cult following.']], ['Obsession (1976 film)', ['Obsession is a 1976 psychological thriller/mystery film directed by Brian De Palma, starring Cliff Robertson, Geneviève Bujold, John Lithgow, and Stocker Fontelieu.', ' The screenplay was by Paul Schrader, from a story by De Palma and Schrader.', \" Bernard Herrmann provided the film's soundtrack prior to his death in 1975.\", ' The story is about a New Orleans businessman who is haunted by guilt following the death of his wife and daughter during a kidnapping-rescue attempt.', ' Years after the tragedy, he meets and falls in love with a young woman who is the exact look-alike of his long dead wife.']], ['Old Boyfriends', ['Old Boyfriends is a 1979 American drama film directed by Joan Tewkesbury and written by Paul Schrader and Leonard Schrader.', ' The film stars Talia Shire, Richard Jordan, Keith Carradine, John Belushi, John Houseman and Buck Henry.', ' The film was released on April 13, 1979, by Embassy Pictures.']], ['The Walker', ['The Walker is a 2007 American-British drama film written and directed by Paul Schrader.', ' It is an independent production and is the latest installment in Schrader\\'s \"night workers\" series of films, starting with \"Taxi Driver\" in 1976, followed by \"American Gigolo\" in 1980 and \"Light Sleeper\" in 1992.']], ['Blue Collar (film)', ['Blue Collar is a 1978 American crime drama film directed by Paul Schrader, in his directorial debut.', ' It was written by Schrader and his brother Leonard, and stars Richard Pryor, Harvey Keitel and Yaphet Kotto.']], ['Dying of the Light (film)', ['Dying of the Light is a 2014 American psychological thriller film written and directed by Paul Schrader and starring Nicolas Cage, Anton Yelchin and Irène Jacob about a government agent who must track down and kill a terrorist before he loses his full memory from a disease.', ' It was released theatrically and through VOD formats by Lionsgate on December 5, 2014.', ' The film received extremely negative reviews, with controversy surrounding the heavy tampering and reediting of the footage by the studio, who denied Schrader final-cut privilege and led him and principal members of the cast to disown the released version and campaign against it.']], ['Leonard Schrader', ['Leonard Schrader (November 30, 1943 – November 2, 2006) was an American screenwriter and director, most notable for his ability to write Japanese language films and for his many collaborations with his brother, Paul Schrader.', ' He earned an Academy Award Nomination for the screenplay he wrote for the film \"Kiss of the Spider Woman\".']]], 'type': 'comparison', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 7 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 43%|████▎ | 215/500 [01:34<06:33, 1.38s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-12-09 17:51:51.514\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5a8986fd55429938390d4046', 'answer': 'animation', 'question': 'What technique does Cam Clarke and Akira have in common?', 'supporting_facts': [['Cam Clarke', 0], ['Akira (1988 film)', 0]], 'context': [['John Clarke (mountaineer)', ['John Clarke, CM (February 25, 1945 – January 23, 2003) was a Canadian explorer, mountaineer, conservationist, and wilderness educator.', ' He was born in Ireland to Brigit Ann Clarke (née Conway) and Thomas Kevin Clarke, and died in Vancouver, British Columbia of a brain tumor.', ' From 1964 until his death in 2003 Clarke spent at least six months of each year on extended backcountry trips, usually into the Coast Mountains of British Columbia using the technique of dropping food caches from small planes along an intended route, then traveling that route for weeks at a time.', ' His routes regularly led him along the high ridges and glaciated icefields of the west coast, and allowed him to make hundreds of first ascents of the many mountains along the way.', ' Many of these trips exceeded 30 days in length, and were often done solo, simply because nobody could afford the time to accompany him.']], ['Akira (given name)', ['Akira (あきら, アキラ ) is a common Japanese given name.', ' There are several kanji for Akira.', ' A popular kanji is 明 which means \"bright\", \"intelligent\", or \"clear\".', ' Though Akira is normally used to name males, it can be a female name as well.']], ['Cam Clarke', ['Cameron Arthur \"Cam\" Clarke (born November 6, 1957) is an American voice actor and singer, known for his voice-work in animation and video games.', ' He is best known for providing the voices of Leonardo and Rocksteady in the original \"Teenage Mutant Ninja Turtles\" animated series and Shotaro Kaneda in the 1989 original English dub of \"Akira\".', ' He often voices teenagers and other similarly young characters.', ' One of his prominent roles in video games was voicing Liquid Snake in the \"Metal Gear\" series.']], ['Common area maintenance charges', ['Common Area Maintenance charges, or CAM for short, are one of the net charges billed to tenants in a commercial triple net (NNN) lease, and are paid by tenants to the landlord of a commercial property.', ' A CAM charge is an additional rent, charged on top of base rent, and is mainly composed of maintenance fees for work performed on the common area of a property.']], ['Shaky camera', ['Handheld camera, shaky cam, queasy cam, queasicam, hand-held camera or free camera is a cinematographic technique where stable-image techniques are purposely dispensed with.', ' The camera is held in the hand, or given the appearance of being hand-held, and in many cases shots are limited to what one photographer could have accomplished with one camera.', ' Shaky cam is often employed to give a film sequence an ad hoc, electronic news-gathering, or documentary film feel.', ' It suggests unprepared, unrehearsed filming of reality, and can provide a sense of dynamics, immersion, instability or nervousness.', ' The technique can be used to give a pseudo-documentary or \"cinéma vérité\" appearance to a film.']], ['Transfer (propaganda)', ['Transfer is a technique used in propaganda and advertising.', ' Also known as association, this is a technique of projecting positive or negative qualities (praise or blame) of a person, entity, object, or value (an individual, group, organization, nation, patriotism, etc.) to another in order to make the second more acceptable or to discredit it.', ' It evokes an emotional response, which stimulates the target to identify with recognized authorities.', ' Often highly visual, this technique often utilizes symbols superimposed over other visual images.', \" An example of common use of this technique in the United States is for the President to be filmed or photographed in front of the country's flag.\", ' Another technique used is celebrity endorsement.']], ['Computer-aided manufacturing', ['Computer-aided manufacturing (CAM) is the use of software to control machine tools and related ones in the manufacturing of workpieces.', ' This is not the only definition for CAM, but it is the most common; CAM may also refer to the use of a computer to assist in all operations of a manufacturing plant, including planning, management, transportation and storage.', ' Its primary purpose is to create a faster production process and components and tooling with more precise dimensions and material consistency, which in some cases, uses only the required amount of raw material (thus minimizing waste), while simultaneously reducing energy consumption.']], ['Mosaic (film)', ['Mosaic is an animated superhero film about a new character created by Stan Lee.', ' It features the voice of Anna Paquin as Maggie Nelson with supporting roles done by Kirby Morrow, Cam Clarke, Garry Chalk, Ron Halder, and Nicole Oliver.', ' It was released under the \"Stan Lee Presents\" banner, which is a series of direct-to-DVD animated films distributed by POW Entertainment with Anchor Bay Entertainment.', ' The story was by Stan Lee, with the script by former X-Men writer Scott Lobdell.']], ['Akira (1988 film)', [\"Akira is a 1988 Japanese adult animated science fiction film directed by Katsuhiro Otomo, produced by Ryōhei Suzuki and Shunzō Katō, and written by Otomo and Izo Hashimoto, based on Otomo's manga of the same name.\"]], ['Jesus Green', ['Jesus Green is a park in the north of central Cambridge, England.', ' It is located north of Jesus College, hence the name.', ' Jesus Ditch runs along the southern edge Jesus Green.', ' On the northern edge of Jesus Green is the River Cam, with Chesterton Road (the A1303) on the opposite side.', ' To the east is Victoria Avenue and beyond that Midsummer Common, common land that is still used for grazing.', ' Victoria Avenue crosses the Cam at Victoria Bridge, connecting to Chesterton Road, at the northeastern corner of Jesus Green.']]], 'type': 'bridge', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 11 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
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"\r",
"Evaluating workflow: 43%|████▎ | 216/500 [01:41<11:03, 2.34s/it]"
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"\u001b[32m2025-12-09 17:51:51.544\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5abea05f5542991f661061b6', 'answer': 'Biscayne National Park to the east and Everglades National Park to the west', 'question': 'South Dade High School is located between what two national parks?', 'supporting_facts': [['South Dade High School', 0], ['Homestead, Florida', 0]], 'context': [['Miami Northwestern Senior High School', ['Miami Northwestern Senior High School is a public 4-year high school located in Miami, Florida, United States, serving students in grades 9-12 from the Liberty City neighborhood of Miami.', ' The school colors are old gold and royal blue.', ' The average annual enrollment is approximately 1,800 students.', ' Miami Northwestern was founded in 1955 to serve the increasing population of northern Miami.', \" Shortly after the school's inception, the Bull was chosen as the official school mascot from the former Dorsey High School.\", ' Miami Northwestern originally served as an all-black high school.', ' Beginning in 1966, Dade County high schools stopped being segregated, and most students from Booker T. Washington transferred to Northwestern (and Miami Jackson Senior High School) in 1967–1968.']], ['Yala National Park', ['Yala National Park is the most visited and second largest national park in Sri Lanka.', ' The park consists of five blocks, two of which are now open to the public, and also adjoining parks.', \" The blocks have individual names such as, Ruhuna National Park (block 1) and Kumana National Park or 'Yala East' for the adjoining area.\", ' It is situated in the southeast region of the country, and lies in Southern Province and Uva Province.', ' The park covers 979 km2 and is located about 300 km from Colombo.', ' Yala was designated as a wildlife sanctuary in 1900, and, along with Wilpattu was one of the first two national parks in Sri Lanka, having been designated in 1938.', ' The park is best known for its variety of wild animals.', ' It is important for the conservation of Sri Lankan elephants, Sri Lankan leopards and aquatic birds.']], ['Australian Alps National Parks and Reserves', ['The Australian Alps National Parks and Reserves is a group of eleven protected areas consisting of national parks, nature reserves and one wilderness park located in the Australian Capital Territory, New South Wales and Victoria and which was listed as a \"place\" on the Australian National Heritage List on 7 November 2008 under the \"Environment Protection and Biodiversity Conservation Act 1999\".', ' The listing which covers an area of 1653180 ha , contains the vast majority of alpine and sub-alpine environments in Australia.', ' The listing includes the following protected areas - Alpine, Baw Baw, Brindabella, Kosciuszko, Mount Buffalo, Namadgi and Snowy River national parks; the Avon Wilderness Park, and the Bimberi, Scabby Range and Tidbinbilla nature reserves.']], ['List of U.S. National Parks by elevation', ['This is a list of United States National Parks by elevation.', \" Most of America's national parks are located in mountainous areas.\", ' Even among those located close to the ocean, not all are flat.', ' Those few that are low-lying preserve important natural habitats that could never exist at high altitude.', ' Several national parks protect deep canyons with great vertical relief.', ' There are also three national parks whose primary features are caves, the depths of which are still being explored.']], ['High Sierra Camps', [\"The High Sierra Camps are nine rustic lodging facilities located in two national parks and a national monument in California's Sierra Nevada mountain range.\", ' Open most years from June or July to September, they are staffed camps with tent cabins and food service facilities.', ' The backcountry camps receive their supplies by pack mules.']], ['National parks of Scotland', ['National parks of Scotland are managed areas of outstanding landscape where habitation and commercial activities are restricted.', ' At present, Scotland has two national parks: Loch Lomond and The Trossachs National Park, created in 2002, and the Cairngorms National Park, created in 2003.', ' These were designated as such under the National Parks (Scotland) Act 2000 which was an early piece of legislation passed by the Scottish Parliament not long after its creation in 1999.', ' Scottish-born John Muir spearheaded the effort to create Yosemite National Park in the US, as well as the conservation movement at large.']], ['Homestead, Florida', ['Homestead is a city within Miami-Dade County in the U.S. state of Florida, between Biscayne National Park to the east and Everglades National Park to the west.', ' Homestead is primarily a Miami suburb and a major agricultural area.', ' It is a principal city of the Miami metropolitan area, which was home to an estimated 6,012,331 people at the 2015 census.']], ['Australian Alps Walking Track', ['The Australian Alps Walking Track is a long distance walking trail through the alpine areas of Victoria, New South Wales and ACT.', ' It is 655\\xa0km long, starting at Walhalla, Victoria and running through to Tharwa, ACT near Canberra.', ' The track weaves mainly through Australian national parks, such as Alpine National Park and Kosciuszko National Park, though it is not exclusively restricted to national parks.', ' It ascends many peaks including Mount Kosciuszko, Mount Bogong, and Bimberi Peak, the highest points in N.S.W., Victoria, and the A.C.T. respectively.', ' The AAWT crosses exposed high plains including the Victorian Bogong High Plains and the Main Range in NSW.', ' To walk the whole trail can take between 5 and 8 weeks.', ' Food drops or a support crew are necessary, as the trail passes through no towns, although it passes close to the ski resorts of Mt Hotham, Falls Creek, Mt Baw Baw, Thredbo, Charlotte Pass and Perisher.']], ['Yuraygir National Park', ['Yuraygir is a national park in New South Wales, Australia, located 482 km northeast of Sydney.', ' It was created in 1980, a result of the merger and enlargement of two national parks, Angourie and Red Rock National Parks, both of which had been established in 1975.', ' The name is a phonetic translation of the local indigenous tribe who had lived in the area, and had formerly been transcribed variously as Jeigir, Jiegera, Jungai, Yagir, Yegera, Yegir, Yiegera or Youngai.', ' At the time of its establishment in 1980, the park was fragmented, and parcels of land were bought over the following two decades to unite segments into a more contiguous protected area.', ' Sometimes these acquisitions required protracted negotiations (and legal disputes) with land owners.']], ['South Dade High School', ['South Dade Senior High School is a secondary school located in unincorporated Miami-Dade County, Florida, near Homestead.']]], 'type': 'bridge', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 11 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"\u001b[32m2025-12-09 17:51:51.615\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5adca8215542994ed6169bbc', 'answer': 'John Mark Galecki', 'question': 'Which American actor tries to make his long distance relationship with Priya work in \"The Infestation Hypothesis\" ', 'supporting_facts': [['The Infestation Hypothesis', 2], ['Johnny Galecki', 0]], 'context': [['Rachel Specter', ['Rachel Sarah Specter (born April 9, 1980) is an American actress and writer, who is best known as the model for the RGX body spray commercials.', ' In addition to her work in commercials, Specter has guest-starred in episodes of \"How I Met Your Mother\", \"Gilmore Girls\", \"What I Like About You\", and \"Entourage\", as well as co-hosted the April 4, 2007 episode of \"Attack of the Show!', '\" and a segment of \"The Feed\" on May 23.', ' In September 2008, Specter began co-starring in the web series \"Long Distance Relationship\" on Crackle.']], ['Endurance running hypothesis', ['The endurance running hypothesis is the hypothesis that the evolution of certain human characteristics can be explained as adaptations to long distance running.', ' The hypothesis suggests that endurance running played an important role for early hominins in obtaining food.', ' Researchers have proposed that endurance running began as an adaptation for scavenging and later for persistence hunting.']], ['The Infestation Hypothesis', ['\"The Infestation Hypothesis\" is the second episode of the fifth season of \"The Big Bang Theory\" that first aired on CBS on September 22, 2011.', ' It is the 89th episode overall.', ' In it, Sheldon (Jim Parsons) becomes worried when Penny acquires a new chair, while Leonard (Johnny Galecki) tries to make his long distance relationship with Priya work.', ' The episode was watched by nearly 12 million viewers in the U.S. and received mixed reviews.']], ['Meredith Kessler', ['Meredith Brooke Kessler (born June 28, 1978) is an American professional triathlete from Columbus, Ohio who races in long distance, non-drafting triathlon events.', ' She took third place at the 2011 ITU Long Distance Triathlon World Championships and has won numerous Ironman and half-Ironman distance races as both an amateur and a professional.', \" She was named USA Triathlon's 2014 Non-Drafting Athlete of the Year.\"]], ['Johnny Galecki', ['John Mark Galecki (born April 30, 1975) is an American actor.', ' He is known for playing David Healy in the ABC sitcom \"Roseanne\" from 1992 to 1997 and Dr. Leonard Hofstadter in the CBS sitcom \"The Big Bang Theory\" since 2007.', ' Galecki also appeared in the films \"National Lampoon\\'s Christmas Vacation\" (1989), \"Prancer\" (1989), \"Suicide Kings\" (1997), \"I Know What You Did Last Summer\" (1997), \"Bookies\" (2003), and \"In Time\" (2011).']], ['Communications in Guam', ['Though Guam is a United States territory, some U.S. long distance plans and courier services list Guam as an international location.', \" As a result of Guam's being added to the North American Numbering Plan (NANP) in 1997, calls made to the U.S., Canada, or other participating countries from Guam (or to Guam from other NANP locations) only require the caller to dial a 1 followed by the area code.\", ' In this way, only domestic charges are incurred between the US and Guam on most carriers.', \" Before Guam's inclusion, calling the U.S. required dialing the international 011 first, thus resulting in higher long distance rates and less frequent calls to the U.S. by relatives in Guam.\", ' Prices of long distance calls to these destinations have dropped significantly to the point where now calling the U.S. from Guam or calling Guam from the U.S. costs the same.']], ['Permanent Roommates', ['Permanent Roommates is an Indian web series created by The Viral Fever(TVF) and Biswapati Sarkar.', ' This series revolves around a young couple,Tanya and Mikesh, who after being in a long distance relationship for 3 years, face the prospect of marriage.', ' Permanent Roommates has been renewed for a third season, which will premiere in 2018.']], ['Made in Chelsea (series 10)', ['The tenth series of Made in Chelsea, a British structured-reality television programme, began airing on 19 October 2015 on E4.', ' The official trailer for the new series was released on 29 September 2015 confirming the start date.', ' It concluded on 4 January 2016 following nine regular episodes, a Christmas special, a New Year special, and an End of Season party hosted by Rick Edwards.', ' This series was the first to include new cast members Emma Walsh, Sam Harney, Tallulah Rufus Isaacs.', ' Richard Dinan also returned to the series having last appeared during the fifth series, and Francis Boulle made a one-off return during the Christmas special.', ' This was also the final series to include original cast member Spencer Matthews, long-running cast member Oliver Proudlock, as well as Millie Wilkinson and Emily Weller, who both made their debuts during the ninth series.', \" The series focused heavily on Sam and Tiff's rocky relationship coming to an end when Tiff admits to cheating on him during the summer and rumours of Sam cheating surface, until the pair eventually reunite.\", \" It also includes Louise and Alik attempting to make their long distance relationship work with obstacles in their way, Binky and JP finally making their relationship official despite commitment issues from his part, and Spencer causing further trouble by hooking up with Ollie's latest love interest Emma.\"]], ['The Heart Machine', ['The Heart Machine is a 2014 romantic thriller film written and directed by Zachary Wigon based on his short film \"Someone Else\\'s Heart\".', \" The film centers on Cody's John Gallagher, Jr. and Virginia's Kate Lyn Sheil long distance relationship that becomes strained when evidence appears to contradict Virginia's background.\", ' The film was released in a limited release on October 24, 2014, by Filmbuff.']], ['Northwestern International University', ['Northwestern International University was one of the first colleges to offer self-directed online programs, which were based on review of prior-earned college credits, professional life-experiences, practical knowledge, research, portfolio work, and the passage of comprehensive examinations *Cite (Northwestern International University Registration Catalog).', ' N.I.U. was a member of the Long Distance Learning Council *Cite (Long Distance Learning Council Catalog).', ' Their admissions process consisted of the initial registration process, student selection, and the review of student work and experience.', ' Students had to show proof of passing content specific exams before being considered for school admission.', ' They were also required to pass comprehensive exams at the completion of their respective program.', ' Furthermore, students were expected to complete a Practicum Learning Portfolio Log.', ' The time-requirement for portfolio hours varied by subject matter.', ' Lastly, students had to successfully complete and present research, before N.I.U. would issue their degree *Cite(Northwestern International University Registration Catalog).']]], 'type': 'bridge', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 11 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
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"\r",
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"text": [
"\u001b[32m2025-12-09 17:51:51.703\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5abbc4d255429931dba144fe', 'answer': 'Weldenia', 'question': 'Which genus of plant grows originally in Mexico and Guatemala, Phylica or Weldenia?', 'supporting_facts': [['Phylica', 0], ['Phylica', 2], ['Weldenia', 1]], 'context': [['Mendoncia velloziana', ['Mendoncia velloziana is a plant native to Atlantic Coast restingas vegetation which is an ecosystem of Atlantic Forest biome.', ' In addition, this plant grows either in Cerrado vegetation of Brazil.', ' This plant grows in following states of Brazil: Bahia, Ceará Minas Gerais Rio de Janeiro, São Paulo, Paraná and Santa Catarina, and it is usually visited by the hummingbirds.']], ['Agave ghiesbreghtii', ['Agave ghiesbreghtii is an evergreen plant belonging to the family Asparagaceae, subfamily Agavoideae.', ' The plant grows in clustering rosettes, up to 75\\xa0cm in diameter and 50\\xa0cm tall with wide leaves which are guttered on top.', ' In spring the plant produces dense greenish brown to purple flowers on the top half of the unbranched spike which measures between 2.5m - 5m tall.', ' The species is endemic in Guatemala and the State of Mexico in Mexico.']], ['Weldenia', ['Weldenia is a monotypic genus of flowering plant in the Commelinaceae family, first described in 1829.', ' It has one single species: Weldenia candida, which grows originally in Mexico and Guatemala.']], ['Pinguicula orchidioides', ['Pinguicula orchidioides is a perennial rosette-forming insectivorous herb native to Mexico and Guatemala.', ' A species of butterwort, it forms summer rosettes of flat, succulent leaves up to 5\\xa0centimeters (4\\xa0in) long, which are covered in mucilagenous (sticky) glands that attract, trap, and digest arthropod prey.', ' Nutrients derived from the prey are used to supplement the nutrient-poor substrate that the plant grows in.', ' Uniquely among \"Pinguicula\" species from the Americas, \"p. orchidioides\" produces gemma-like basal buds which elongate into stolons and serve as a means of asexual reproduction.', ' In the winter the plant forms a non-carnivorous rosette of small, fleshy leaves that conserves energy while food and moisture supplies are low.', ' Single purple flowers appear between July and September on upright stalks up to 22 centimeters long.']], ['Salvia divinorum', [\"Salvia divinorum (also known as sage of the diviners, ska maría pastora, seer's sage, yerba de la pastora and just salvia) is a psychoactive plant which can induce visions and other spiritual experiences. Its native habitat is in cloud forest in the isolated Sierra Mazateca of Oaxaca, Mexico, where it grows in shady and moist locations.\", ' The plant grows to over a meter high, has hollow square stems, large leaves, and occasional white flowers with violet calyxes.', ' Botanists have not determined whether \"Salvia divinorum\" is a cultigen or a hybrid; native plants reproduce vegetatively, rarely producing viable seed.']], ['Argemone albiflora', ['Argemone albiflora, the white prickly poppy, also known as the bluestem prickly poppy or the Texas prickly poppy, is a small erect plant with a decorative white flower with a yellow latex.', ' It is deeply rooted with yellow or red stamens.', ' The plant is known for the sharp prickles on its stem and leaves.', ' The sepals fall off as the flower of this plant grows bigger.', ' It grows in the arid regions of the southern Midwest along roadsides and disturbed pieces of land.', ' Native Americans have long revered this plant for its medicinal and other uses.']], ['Pinguicula moranensis', ['Pinguicula moranensis is a perennial rosette-forming insectivorous herb native to Mexico and Guatemala.', ' A species of butterwort, it forms summer rosettes of flat, succulent leaves up to 10\\xa0centimeters (4\\xa0in) long, which are covered in mucilaginous (sticky) glands that attract, trap, and digest arthropod prey.', ' Nutrients derived from the prey are used to supplement the nutrient-poor substrate that the plant grows in.', ' In the winter the plant forms a non-carnivorous rosette of small, fleshy leaves that conserves energy while food and moisture supplies are low.', ' Single pink, purple, or violet flowers appear twice a year on upright stalks up to 25 centimeters long.']], ['Phylica', ['Phylica is a genus of plants in the family Rhamnaceae.', ' It contains about 150 species, the majority of which are restricted to South Africa, where they form part of the \"fynbos \".', ' A few species occur in other parts of southern Africa, and on islands including Madagascar, the Mascarene Islands, Île Amsterdam, Saint Helena, Tristan da Cunha, and Gough Island.']], ['Salvia chamelaeagnea', ['Salvia chamelaeagnea is a species of flowering plant in genus \"Salvia\", known as sages.', ' It is endemic to South Africa, where it grows on the western coastline of the Cape of Good Hope.', ' It is a shrubby perennial herb up to 6 ft tall and 4 ft wide.', ' It bears 3/4 in light violet-blue flowers with pale lower lips and white throats.', ' The small, green leaves release a slight medicinal odor when brushed.', ' In the wild, the plant grows in sandy soil in streambeds, open fields, and roadsides.', ' It is cultivated for gardens.']], ['Chorizanthe watsonii', ['Chorizanthe watsonii is a species of flowering plant in the buckwheat family known by the common name fivetooth spineflower.', ' It is native to the western United States from Washington to the Mojave Desert.', ' It grows in many types of plant communities from desert scrub to woodland and sagebrush.', ' This small plant grows a woolly erect stem up to about 15 centimeters tall.', ' The inflorescence is a cluster of flowers surrounded by five hairy greenish bracts tipped with hooked awns.', ' The flower is about 2 millimeters wide and yellow in color.']]], 'type': 'comparison', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 11 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"\u001b[32m2025-12-09 17:51:51.902\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5a7d109855429909bec7692f', 'answer': '1978', 'question': 'The director of Panic 5 Bravo was born in what year?', 'supporting_facts': [['Panic 5 Bravo', 0], ['Kuno Becker', 0]], 'context': [['Paul Bravo', ['Paul Bravo (born June 19, 1968 in Campbell, California) is a former American soccer midfielder and forward who played six seasons in Major League Soccer, two in the American Professional Soccer League and two in the USISL.', \" He also earned four caps, scoring one goal, with the United States men's national soccer team.\", ' After his retirement from playing, Bravo served for several years as an assistant coach in both Major League Soccer and the NCAA and was most recently Technical Director for the Colorado Rapids.']], ['Kuno Becker', ['Eduardo Kuno Becker Paz (born January 14, 1978) is a Mexican actor who has worked in telenovelas, Mexican cinema and U.S. cinema, but is best known for his portrayal of Ruben Berrizabal in \"Soñadoras\" and Santiago Muñez in the football movie \"Goal!', '\" and following sequels.']], ['Jake Sinclair (musician)', ['Jake Sinclair (born March 7, 1985) is an American record producer, audio engineer, mixing engineer, multi-instrumentalist, vocalist, and songwriter.', ' His production, engineering, songwriting, and mixing credits include Weezer, Fall Out Boy, Panic!', ' at the Disco, 5 Seconds of Summer, Pink, New Politics, Andrew McMahon in the Wilderness, Gin Wigmore, and Train.', ' Sinclair co-wrote and produced Panic!', ' at the Disco\\'s \"Death of a Bachelor\" album (which debuted at number one on the US Billboard 200) and produced Weezer\\'s 2016 \"Weezer (White Album)\".', ' Both were nominated for Best Rock Album at the 59th Annual Grammy Awards.', ' He co-wrote and produced \"Uma Thurman\" by Fall Out Boy, which debuted at number one on the U.S. iTunes Chart, reached number 22 on the Billboard Hot 100, and was certified 2X Platinum by the RIAA in December 2015.', ' Sinclair received a Grammy nomination for Album of the Year for his work as engineer and bassist on Taylor Swift\\'s \"Everything Has Changed\" alongside producer Butch Walker.', ' He co-wrote and produced the debut single, \"She Looks So Perfect\" by 5 Seconds of Summer that peaked at number one in over five countries and won \"Song of the Year\" at the 2014 ARIA Awards.', ' Sinclair is the former bassist of the indie/pop rock band The Films and the lead singer and producer of the indie pop duo Alohaha.']], ['C. E. Gatchalian', ['C.E. \"Chris\" Gatchalian (born June 5, 1974) is a Canadian playwright, born in Vancouver, British Columbia to Filipino parents, he holds an MFA in Creative Writing and Theatre from the University of British Columbia.', ' His play \"Motifs & Repetitions\" aired on Bravo!', ' (Canada) in 1997 and on the Knowledge in 1998.', ' His other produced plays include \"Claire\", \"Crossing\", \"Broken\" and \"People Like Vince\", a play for young audiences about mental health.', ' His latest play, \"Falling in Time\", had its world premiere in Vancouver in November 2011 and was published by Scirocco Drama in 2012.', \" In 2013 he won the Dayne Ogilvie Prize, a prize presented by the Writers' Trust of Canada to an openly LGBT writer.\"]], ['Rumen Petkov', ['Rumen Petkov (Bulgarian: Румен Петков ) (born 26 January 1948) is a Bulgarian animator and comic creator.', ' His influence spawned a new generation of young Bulgarian comic book artists as Vladimir Nedialkov, Koko Sarkisian, Ivan Kirjakov and others.', ' He was one of the main artists of the comics magazine DUGA (Rainbow), which was the most popular comics for several generations of Bulgarian children.', ' His most popular cartoon is \"The Adventures of Choko the Stork and Boko the Frog\" which was popular in Bulgaria during the 1970s and 1980s.', ' Other famous animated films he directed are \"Friends of Gosho the Elephant\", \"Treasure Planet\", etc.', \" He has won the Grand Prize at the Ottawa Animation Festival and the Palme d'Or at the Cannes Film Festival.\", ' Recently Rumen Petkov has worked as a writer, storyboard artist, animation director and director on some episodes of \"Johnny Bravo\", \"Dexter\\'s Laboratory\", \"Cow and Chicken\", \"I Am Weasel\", \"The New Woody Woodpecker Show\" and other series.', ' He has said about animation: \"Animation will never die because it\\'s like music, because it\\'s like running with the wind, because it\\'s funny.\"']], ['Stéphane Aubier', ['Stéphane Aubier (born October 8, 1964) is a Belgian film director and screenwriter.', ' In 2009, he wrote and directed the animated film \"A Town Called Panic\" along with Vincent Patar.', ' It premiered at the 2009 Cannes Film Festival and was the first stop-motion film to be screened at the festival.', ' In 2013, he co-directed with Patar and Benjamin Renner the film \"Ernest & Celestine\", which received widespread critical acclaim.', ' The film received three Magritte Awards, including Best Film and Best Director for Aubier and Patar.', ' It also received a nomination at the 86th Academy Awards, in the category of Best Animated Feature.']], ['Panic 5 Bravo', ['Panic 5 Bravo is an action-thriller film directed by Kuno Becker about American paramedics that become trapped on the Mexican side of the border and terrorized by a violent psychopath.', ' It was released in the U.S. by Pantelion Films.']], ['The Mins', ['The Mins are a Georgian Alternative / New Progressive Rock band established in 2011 by Zviad Mgebrishvili.', ' The band played its first live gig in 2011 on Altervision Newcomers.', ' After that the band started to work hard on their repertoire.', ' They mostly performs original songs and only rarely covers.', ' The main songwriter in the band is Zviad Mgebrishili.', ' Some songs are written by Shota Gvinepadze (keyboard) as well.', ' The band has four music videos on the following songs: \"Blind World\", \"O.W.L.\", \"My Lover is a Killer\" and \"I Don\\'t Give a Foot\".', ' Zviad Mgebrishvili was participating in the TV show \"Akhali Khma\" [\"The Voice of Georgia\"] in 2013 very successfully (5 stages).', ' The band has performed on many festivals and concerts.', ' The band had their first big solo concert in Tbilisi Eventhall 26 May 2014, where they had presentation of their first EP, named \"Blind World\" (released same year, included 5 songs).', ' The band has an honor to be warm up of \"Faithless\" (Tbilisi Summer Set 2014) and \"Archive\" (Tbilisi Open Air/Altervision 2015, where apart from Archive - Placebo, Beth Hart and Black Label Society were the headliners).', ' Zaza Mgebrishvili has left the band in 2015 and new bass player and backing vocal of the band is Nika Abesadze who used to play with Zviad Mgebrishvili early years in the university rock band \"Sunny Universe\".', ' The band is now recording their first album \"First Minute\" in the Bravo Records sound recording studio that will be released in the Winter of 2015.']], ['Vincent Patar', ['Vincent Patar (born 2 September 1965) is a Belgian film director and screenwriter.', ' In 2009 he wrote and directed the animated film \"A Town Called Panic\" along with Stéphane Aubier.', ' It premiered at the 2009 Cannes Film Festival and was the first stop-motion film to be screened at the festival.', ' In 2013 he co-directed with Aubier and Benjamin Renner the film \"Ernest & Celestine\", which received widespread critical acclaim.', ' The film received three Magritte Awards, including Best Film and Best Director for Patar and Aubier.', ' It also received a nomination at the 86th Academy Awards, in the category of Best Animated Feature, to be held on 2 March 2014.']], ['Ann Lewis (musician)', ['Ann Lewis (アン・ルイス , An Ruisu , born 5 June 1956 in Takarazuka, Hyōgo, Japan) is a Japanese singer, popular in Japan in the 1970s and 80s.', ' She was born to an American father and a Japanese mother.', ' She has one brother and a son, Myuji, who is also a singer in Japan.', ' She was married to Masahiro Kuwana, another Japanese singer, from 1980 to 1984.', ' Her many hits include the popular song \"Roppongi Shinju\", \"Good Bye My Love\" and many others which have been covered by other Asian artists.', ' She semi-retired from show-business in the 1990s, suffering from chronic panic attacks, and settled down in Los Angeles.', ' She released a few self-covers albums in the 2000s.', ' She has been active as a Creative Director, Consultant and Designer.', ' Works include Interior designs, (private homes to business offices, restaurants and shops), releasing a line of original jewelry, Creating original Animation, Logos and other projects.', ' She has also been involved as the President, COO and marketing consultant for several software companies in the USA.']]], 'type': 'bridge', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 10 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
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"\r",
"Evaluating workflow: 44%|████▍ | 220/500 [01:41<04:53, 1.05s/it]"
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"text": [
"\u001b[32m2025-12-09 17:51:52.024\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5ac4e9ab5542996feb3fe974', 'answer': 'Roger Jason Stone Jr.', 'question': 'which American political consultant was a former Trump campaign ', 'supporting_facts': [['Jack Posobiec', 3], ['Roger Stone', 0]], 'context': [['Mary Matalin', ['Mary Joe Matalin (born August 19, 1953) is an American political consultant well known for her work with the Republican Party.', ' She has served under President Ronald Reagan, was campaign director for George H. W. Bush, was an assistant to President George W. Bush, and counselor to Vice President Dick Cheney until 2003.', ' Matalin has been chief editor of Threshold Editions, a conservative publishing imprint at Simon & Schuster, since March 2005.', ' She is married to Democratic political consultant James Carville.', ' She appears in the award-winning documentary film \"\" and also played herself, opposite her husband, James Carville, John Slattery, and Mary McCormack in the short lived HBO series \"K Street\".']], ['Rick Davis (politics)', ['Richard H. \"Rick\" Davis, Jr. (born 1957) is an American political consultant.', ' He currently serves as a Partner and Chief Operating Officer of Pegasus Sustainable Century Merchant Bank, a private equity firm specializing in sustainable development projects.', ' He is a managing partner of the business development and public affairs consulting firm Davis-Manafort, located in Alexandria, Virginia.', \" He is best known for being the National Campaign Manager of John McCain's 2008 Presidential campaign (from April 25, 2007 to November 4, 2008).\", ' In that capacity, he oversaw the development and implementation of all campaign strategy and policy development.', ' Davis also served McCain as National Campaign Manager for his 2000 Republican Presidential Primary campaign ( April 6, 1999 to March 9, 2000).']], ['George Birnbaum', ['George E. Birnbaum is an American international political consultant.', ' He was raised in Atlanta, Georgia, and has worked on dozens of United States Congressional and Senatorial races.', ' In 1998 he moved to Israel to serve as a consultant to Prime Minister Benjamin Netanyahu, became his chief of staff, and afterwards formed a partnership with political consultant Arthur Finkelstein.', ' His work includes polling, strategy, paid media and grassroots coalition building, developing and implementing campaign strategies.', ' During his career, George Birnbaum has worked on campaigns on 5 continents and has helped elect over 15 Presidents and Prime Ministers worldwide.']], ['Roger Stone', ['Roger Jason Stone Jr. (born August 27, 1952) is an American political consultant, lobbyist, and strategist, noted for his use of opposition research usually for candidates of the Republican Party.']], ['Basket of deplorables', ['\"Basket of deplorables\" is a phrase from a 2016 presidential election campaign speech delivered by Democratic nominee Hillary Clinton on September 9, 2016, at a campaign fundraising event, which Clinton used to describe a faction of supporters of her general election opponent, Republican nominee Donald Trump.', ' Clinton later said that she \"regrets saying half [of Trump\\'s supporters]\", and the Trump campaign repeatedly used the phrase against her during and after the 2016 presidential election.', ' Many Trump supporters adopted the \"Deplorable\" moniker for themselves.', \" After Clinton's loss, some journalists and political analysts questioned whether or not the speech played a role in the election's outcome.\"]], ['Fred Karger', ['Fred S. Karger (born January 31, 1950) is an American political consultant, gay rights activist and watchdog, former actor, and politician.', ' His unsuccessful candidacy for the Republican nomination for the 2012 US Presidential election made him the first openly gay presidential candidate in a major political party in American history.', ' Although he has not held elected or public office, Karger has worked on nine presidential campaigns and served as a senior consultant to the campaigns of Presidents Ronald Reagan, George H. W. Bush and Gerald Ford.', ' Karger was a partner at the Dolphin Group, a California campaign consulting firm.', \" He retired after 27 years and has since worked as an activist on gay rights causes, from protecting the gay bar The Boom to using his organization Californians Against Hate to investigate The Church of Jesus Christ of Latter-day Saints (LDS Church) and the National Organization for Marriage's campaigns to repeal the state's same-sex marriage law.\"]], ['Jack Posobiec', ['Jack Posobiec ( ) is an American alt-right pro-Donald Trump Internet activist and conspiracy theorist, known primarily for his controversial comments on Twitter.', ' During the 2016 election, he was a special projects director of Citizens for Trump, a pro-Trump organization.', ' For two months in 2017, he was a correspondent for \"The Rebel\", a far-right Canada-based website.', ' He was granted press access to the White House in April 2017, and his tweets have been promoted by former Trump campaign manager Roger Stone.']], ['Dick Morris', ['Richard Samuel \"Dick\" Morris (born November 28, 1946) is an American political author and commentator who previously worked as a pollster, political campaign consultant, and general political consultant.']], ['Joseph Napolitan', ['Joseph Napolitan (March 6, 1929 – December 2, 2013) was an American political consultant, who worked as a general consultant on over 100 political campaigns in the United States, and many others throughout the world.', ' Napolitan served on the 1960 Kennedy for President campaign, was Director of Media for the 1968 Hubert Humphrey campaign, and received the French Legion of Honour in 2005.', ' He died on December 2, 2013 at the age of 84.']], ['Roger Ailes', ['Roger Eugene Ailes (May 15, 1940\\xa0– May 18, 2017) was an American television executive and media consultant.', ' He was the founder and one-time Chairman and CEO of Fox News and the Fox Television Stations Group, from which he resigned in July 2016 following allegations that he sexually harassed female colleagues.', \" Ailes was a media consultant for Republican presidents Richard Nixon, Ronald Reagan, and George H. W. Bush, and for Rudy Giuliani's first mayoral campaign.\", ' In 2016, after he left Fox News, he became an adviser to the Donald Trump campaign, where he assisted with debate preparation.']]], 'type': 'bridge', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 10 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
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"text": [
"\r",
"Evaluating workflow: 44%|████▍ | 221/500 [01:41<04:02, 1.15it/s]"
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"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-12-09 17:51:52.350\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5a8ee6915542990e94052bad', 'answer': 'third', 'question': 'What season was the character introduced that becomes the main antagonist in the following season, from the animated television series created by Bryan Konietzko and Michael Dante DiMartino as a sequel to \"\", which aired from 2005 to 2008? ', 'supporting_facts': [['Kuvira', 0], ['Kuvira', 1], ['The Legend of Korra', 0], ['The Legend of Korra', 1]], 'context': [['Bolin (The Legend of Korra)', ['Bolin (愽林 , Bó Lín ) is a major fictional character in Nickelodeon\\'s animated television series \"The Legend of Korra\", which aired from 2012 to 2014.', ' The character and the series, a sequel to \"\", were created by Michael Dante DiMartino and Bryan Konietzko.', ' He is voiced by P. J. Byrne.', ' Bolin is able to manipulate the classical element of earth, which is known as earthbending.', ' It is revealed in the third season that he is also able to create and control lava, which is a very rare sub-ability called lavabending.']], ['Zaheer', ['Zaheer is a major recurring character in Nickelodeon\\'s animated television series \"The Legend of Korra\" (a sequel to \"\").', ' While he serves as the main antagonist of \"Book Three: Change\", his actions have lingering effects on Avatar Korra and the series\\' plot in the following book.', ' The character was created by Michael Dante DiMartino and Bryan Konietzko and is voiced by Henry Rollins.']], ['List of Avatar: The Last Airbender episodes', ['\"\" is a 61-episode American animated television series created by Michael Dante DiMartino and Bryan Konietzko.', ' It first aired on February 21, 2005, on Nickelodeon with a one-hour series premiere and concluded its run with a two-hour TV movie on July 19, 2008.', ' The \"Avatar: The Last Airbender\" franchise refers to each season as a \"Book\", in which each episode is referred to as a \"chapter\".', ' Each \"Book\" takes its name from one of the elements that Aang, the protagonist, must master: Water, Earth, and Fire.', \" The show's first two seasons each consisted of 20 episodes, while the third season had 21.\", ' In addition to the three seasons, there were two recap episodes and three \"shorts\".', ' The first recap summarized the first eighteen episodes while the second summarized season two.', ' The first self-parody was released via an online flash game.', ' The second and third were released with the Complete Second Season Box Set DVD.', ' The entire series has been released on DVD in Region One, Region Two and Region Four.']], ['Iroh', ['General Iroh (艾洛 , Aì Luò ) is a fictional character in Nickelodeon\\'s animated television series \"\".', ' Created by Michael Dante DiMartino and Bryan Konietzko, the character was voiced by Mako Iwamatsu in season one and season two and, due to Mako\\'s death, by Greg Baldwin, in season three and the sequel series \"The Legend of Korra\".']], ['Avatar: The Last Airbender (season 2)', ['Season Two (Book Two: Earth) of \"\", an American animated television series on Nickelodeon, first aired its 20\\xa0episodes from March 17, 2006 to December 1, 2006.', ' The season was created and produced by Michael Dante DiMartino and Bryan Konietzko, and starred Zach Tyler Eisen, Mae Whitman, Jack DeSena, Jessie Flower, Dante Basco, Dee Bradley Baker, Mako Iwamatsu and Grey DeLisle as the main character voices.']], ['Avatar: The Last Airbender (season 1)', ['Season one (Book One: Water) of \"\", an American animated television series produced by Nickelodeon Studios, aired 20 episodes from February 21, 2005 to December 2, 2005.', ' The series was created by Michael Dante DiMartino and Bryan Konietzko, and starred Zach Tyler Eisen, Mae Whitman, Jack DeSena, Dante Basco, Dee Bradley Baker, Mako Iwamatsu and Jason Isaacs as the main character voices.']], ['The Legend of Korra', ['The Legend of Korra is an American animated television series that aired on the Nickelodeon television network from 2012 to 2014.', ' It was created by Bryan Konietzko and Michael Dante DiMartino as a sequel to \"\", which aired from 2005 to 2008.', ' Animated in a style strongly influenced by anime, the series is set in a fictional universe in which some people can manipulate, or \"bend\", the elements of water, earth, fire, or air.', ' Only one person, the \"Avatar\", can bend all four elements, and is responsible for maintaining balance in the world.', ' The series follows Avatar Korra, the reincarnation of Aang from the previous series, as she faces political and spiritual unrest in a modernizing world.']], ['Kuvira', ['General Kuvira (古維拉 , Gǔ Wéi Lā ) is a fictional character and a character in \"The Legend of Korra\", created by Michael Dante DiMartino and Bryan Konietzko.', ' Introduced in the third season of the series, she becomes the main antagonist of the fourth season.', ' Kuvira was created with similar characteristics to the portrayal of protagonist Korra in prior seasons to highlight the changes she had made over the series.', \" Kuvira's character has been mostly met with positive reception.\", ' Critics note her motives as being understandable, while her actions are given political analogues.']], ['List of The Legend of Korra episodes', ['\"The Legend of Korra\" is an American animated television series created by Michael Dante DiMartino and Bryan Konietzko.', ' A sequel to \"\", the series first aired on Nickelodeon in 2012.', ' Like its predecessor, the series is set in a fictional world inspired by Asian and Inuit cultures, and inhabited by people who can manipulate the elements of water, earth, fire or air through an ability called \"bending.\"', ' One person, the \"Avatar,\" has the ability to bend all four elements.', \" Reincarnating in turn among the world's four nations, the Avatar is responsible for maintaining peace, harmony, and balance in the world.\", ' Korra, the series\\' protagonist, is the next incarnation of the Avatar after Aang of \"Avatar: The Last Airbender\".', ' Four seasons with a total of 52 episodes have aired.']], ['Avatar: The Last Airbender (season 3)', ['Season Three (Book Three: Fire) of \"\", an American animated television series on Nickelodeon, first aired its 21 episodes from September 21, 2007 to July 19, 2008.', ' The season was created by Michael Dante DiMartino and Bryan Konietzko, and starred Zach Tyler Eisen, Mae Whitman, Jack DeSena, Jessie Flower, Dante Basco, Dee Bradley Baker, Greg Baldwin, Grey DeLisle and Mark Hamill as the main character voices.']]], 'type': 'bridge', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 12 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
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"text": [
"\r",
"Evaluating workflow: 44%|████▍ | 222/500 [01:41<03:28, 1.33it/s]"
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"text": [
"\u001b[32m2025-12-09 17:51:52.467\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5a82edae55429966c78a6a9f', 'answer': '1986', 'question': 'Swiss music duo Double released their best known single \"The Captain of Her Heart\" in what year?', 'supporting_facts': [['Blue (Double album)', 1], ['Double (band)', 0]], 'context': [['Feargal Sharkey (album)', ['Feargal Sharkey is the first solo album of former Undertones singer Feargal Sharkey.', ' The album was released in 1985, peaking at #12 in the UK and contains Sharkey\\'s best known single \"A Good Heart\" his only No. 1.']], ['Devils Ball', ['\"Devils Ball\" is a song by Swiss duo Double, released as the lead single from their second studio album \"Dou3le\".', ' The single was released in 1987, and featured a guest appearance from Herb Alpert, who played trumpet on the track.']], ['The Captain of Her Heart', ['\"The Captain of Her Heart\" is a single by the Swiss duo Double in 1985.', ' Taken from their 1985 album \"Blue\", the song is a ballad about a girl who stops waiting for her absent lover to return.', ' The song was an international success, reaching No. 8 in the UK Singles Chart and No. 16 on the \"Billboard\" Hot 100.', ' The song also made Double the first Swiss act to hit the Top 40 in the Billboard Hot 100.']], ['Double (band)', ['Double (pronounced \"doo-blay\") was a Swiss music duo best known for their hit single \"The Captain of Her Heart\".']], ['Blue (Double album)', ['Blue is the first full-length album from Swiss band Double.', ' In addition to containing updated versions of two of the band\\'s earlier singles (\"Woman of the World\" and \"Rangoon Moon\"), the album included the international smash hit, \"The Captain of Her Heart\", a plaintive, atmospheric, piano-led ballad which was an immediate success throughout Europe upon its 1986 single release.', ' Follow-up singles \"Your Prayer Takes Me Off\" and \"Tomorrow\" were less successful.']], ['Kurt Maloo', ['Kurt Maloo (born Kurt Meier, April 16, 1953 in Zurich, Switzerland) is a Swiss singer-songwriter, composer, and record producer.', ' He first achieved international success in 1986, as the singer and front man of the duo Double with the hit single, \"The Captain of Her Heart\".']], ['Parno Graszt', ['Parno Graszt is a Roma (i.e. \"Gypsy\") music ensemble from Paszab, Hungary founded in 1987.', ' \"Parno Grast\" means \"white horse\" in the Romany language, with \"graszt\" using the Hungarian orthography \\'sz\\' for \\'s\\'.', ' In the Roma culture white is symbol of purity and horse is a symbol of freedom.', ' Their debut album \"Hit the piano\" reached Number 7 on the World Music Chart Europe in October 2002.', ' Hungarian Television and the BBC produced in 2004 a music documentary about Parno Graszt.', ' After their second album, \"Járom az utam\" (2004), Parno Graszt was voted in the top 10 for \"best artist of year\", 2005, by the Swiss music magazine \"Vibrations\".', ' In 2016, they competed in A Dal, the national final selection for Hungary in the Eurovision Song Contest with the song \"Már nem szédülök\", and reached the final.']], ['Move It Like This (song)', ['\"Move It Like This\" is a song recorded by the Bahamian pop group Baha Men.', ' It was released in February 2002 as the second single from the album, \"Move It Like This\".', ' The song reached number 13 on the New Zealand RIANZ list, number 13 on the Canadian Singles Chart and number 65 on the Swiss Music Charts.', ' The song was also featured on the 2002 compilation album \"Now That\\'s What I Call Music!', ' 10\".']], ['Stick Figure Neighbourhood', ['Stick Figure Neighbourhood was the first album by the Burlington band Spoons.', ' Released in 1981, it received some airplay on college stations, particularly the songs \"Conventional Beliefs\" and \"Red Light\".', ' It was their next album, \"Arias & Symphonies\", and its best known single, \"Nova Heart\", that were to launch them to fame.']], ['2005 in Swiss music', ['2005 was a big year for Swiss music, with the charts becoming steadier yet less predictable than they had been in previous years.', ' The year saw many chart debuts from both Swiss and international acts, and saw two novelty songs share a combined total of over ten weeks at the singles chart number one spot.', ' Internationally, the Swiss also saw Vanilla Ninja take the country to their best Eurovision Song Contest position in twelve years.']]], 'type': 'bridge', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 12 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
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"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 45%|████▍ | 224/500 [01:42<02:11, 2.10it/s]"
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"name": "stdout",
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"text": [
"metrics {'f1': 0.5, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:52:02.172\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 9 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
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"\r",
"Evaluating workflow: 45%|████▌ | 225/500 [01:51<13:17, 2.90s/it]"
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"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:52:02.389\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 9 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:52:02.712\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 9 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 46%|████▌ | 228/500 [01:55<09:20, 2.06s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:52:10.782\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 1 second. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 46%|████▌ | 230/500 [02:02<11:37, 2.58s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.5714285714285715, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
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"Evaluating workflow: 47%|████▋ | 234/500 [02:02<04:14, 1.05it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.18181818181818182, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 48%|████▊ | 239/500 [02:03<01:38, 2.65it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.6666666666666666, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0.6666666666666666, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0.6666666666666666, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0.6666666666666666, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.15384615384615385, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0.1, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
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"Evaluating workflow: 49%|████▉ | 245/500 [02:04<00:59, 4.28it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 49%|████▉ | 246/500 [02:04<00:54, 4.68it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 49%|████▉ | 247/500 [02:04<01:13, 3.43it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 50%|████▉ | 248/500 [02:05<01:08, 3.68it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.4444444444444445, 'em': 0.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 51%|█████ | 254/500 [02:05<00:28, 8.56it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.3636363636363636, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0.6666666666666666, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0.6666666666666666, 'em': 0.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 52%|█████▏ | 259/500 [02:05<00:18, 12.91it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.19999999999999998, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0.6153846153846153, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0.11764705882352941, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 52%|█████▏ | 261/500 [02:08<01:43, 2.30it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 53%|█████▎ | 263/500 [02:08<01:20, 2.93it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 53%|█████▎ | 265/500 [02:09<01:11, 3.29it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.5, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0.5454545454545454, 'em': 0.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 54%|█████▍ | 271/500 [02:09<00:38, 5.90it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0.5714285714285715, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0.4444444444444445, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 55%|█████▍ | 274/500 [02:10<00:52, 4.33it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.8571428571428571, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0.2857142857142857, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 55%|█████▌ | 277/500 [02:11<00:38, 5.73it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 56%|█████▌ | 279/500 [02:11<00:34, 6.41it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 57%|█████▋ | 283/500 [02:11<00:29, 7.29it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 57%|█████▋ | 285/500 [02:12<00:26, 8.11it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0.6666666666666666, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 0.0}\n",
"metrics {'f1': 0.2222222222222222, 'em': 0.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 58%|█████▊ | 288/500 [02:12<00:24, 8.77it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.5625, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 58%|█████▊ | 290/500 [02:13<00:44, 4.73it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
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"Evaluating workflow: 58%|█████▊ | 292/500 [02:13<00:42, 4.84it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
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"Evaluating workflow: 59%|█████▉ | 294/500 [02:14<00:46, 4.39it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.2666666666666667, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0.8, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 60%|█████▉ | 299/500 [02:14<00:21, 9.26it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0.625, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 61%|██████ | 303/500 [02:15<00:22, 8.85it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0.5, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0.2857142857142857, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 61%|██████▏ | 307/500 [02:15<00:29, 6.48it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0.33333333333333337, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 62%|██████▏ | 309/500 [02:26<05:38, 1.77s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"\u001b[32m2025-12-09 17:52:41.250\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5a7322a25542991f9a20c634', 'answer': 'The Metropolitan Life Insurance Company Tower', 'question': 'Was the Metropolitan Life Insurance Company Tower [Met Life Tower] or the 15 Hudson Yards building designed by the firm of Napoleon LeBrun & Sons?', 'supporting_facts': [['Metropolitan Life Insurance Company Tower', 0], ['Metropolitan Life Insurance Company Tower', 1], ['15 Hudson Yards', 1]], 'context': [['Supreme Life Building', ['The Supreme Life Building is a historic insurance building located at 3501 S. Dr. Martin Luther King Drive in the Douglas community area of Chicago, Illinois.', ' Built in 1921, the building served as the headquarters of the Supreme Life Insurance Company, which was founded two years earlier.', ' The company, originally known as the Liberty Life Insurance Company, was the first African-American owned insurance company in the northern United States.', \" Since white-owned insurance firms regularly denied black customers life insurance when the firm was founded, the firm played an important role in providing life insurance to Chicago's African-American community.\", \" The company ultimately became the largest African-American owned business in the northern states and became a symbol of the predominantly black Bronzeville neighborhood's economic success from the 1920s to the 1950s.\"]], ['Napoleon LeBrun', [\"Napoleon Eugene Charles Henry LeBrun (January 2, 1821 – July 9, 1901) was an American architect known for several notable Philadelphia churches, in particular St. Augustine's Church on Fourth Street and the Cathedral-Basilica of Sts.\", ' Peter and Paul on Logan Square.', ' He also designed the Academy of Music at Broad and Locust Streets.', ' LeBrun later moved to New York City, where he established the firm Napoleon LeBrun & Sons, which designed numerous notable buildings.']], ['Metropolitan Life Insurance Company Tower', ['The Metropolitan Life Insurance Company Tower, colloquially known as the Met Life Tower, is a landmark skyscraper located on Madison Avenue near the intersection with East 23rd Street, across from Madison Square Park in Manhattan, New York City.', ' Designed by the architectural firm of Napoleon LeBrun & Sons and built by the Hedden Construction Company, the tower is modeled after the Campanile in Venice, Italy.', ' The hotel located in the clock tower portion of the building has the address 5 Madison Avenue, while the office building covering the rest of the block, occupied primarily by Credit Suisse, is referred to as 1 Madison Avenue.']], ['Hedden Construction Company', ['Some of the finest buildings in New Jersey, New York City, and other large eastern cities were built by the Hedden Construction Company, one of the largest construction companies operating in Newark in the very early 1900s.', ' Among the most notable is the Metropolitan Life Insurance Company Tower located at One Madison Avenue in New York, NY.', \" The tower was the world's tallest building from 1909 to 1913 and home to the Hedden Construction Company's main offices located on the 36th and 37th floors.\", ' During this prosperous period over $40,000,000 in construction contracts and payments were collected by the firm.']], ['15 Hudson Yards', [\"15 Hudson Yards is a residential building currently under construction on Manhattan's West Side.\", \" Located in Chelsea near Hell's Kitchen Penn Station area, the building is a part of the Hudson Yards project, a plan to redevelop the Metropolitan Transportation Authority's West Side Yards.\", ' The tower started construction on December 4, 2014.']], ['Flatiron Building', ['The Flatiron Building, originally the Fuller Building, is a triangular 22-story steel-framed landmarked building located at 175 Fifth Avenue in the borough of Manhattan, New York City, and is considered to be a groundbreaking skyscraper.', ' Upon completion in 1902, it was one of the tallest buildings in the city at 20 floors high and one of only two skyscrapers north of 14th Street – the other being the Metropolitan Life Insurance Company Tower, one block east.', \" The building sits on a triangular block formed by Fifth Avenue, Broadway, and East 22nd Street, with 23rd Street grazing the triangle's northern (uptown) peak.\", ' As with numerous other wedge-shaped buildings, the name \"Flatiron\" derives from its resemblance to a cast-iron clothes iron.']], ['Protective Life', ['Protective Life Corporation is a financial service holding company in Birmingham, Alabama.', ' The company’s primary subsidiary, Protective Life Insurance Company, was established in 1907 and now markets its products and services in all 50 states.', ' As of December 31, 2016, the corporation had more than 2,700 employees, annual revenues of $4.48 billion and assets of $75 billion.', \" In addition to Protective Life Insurance Company, Protective Life Corporation's subsidiaries include West Coast Life Insurance Company, MONY Life Insurance Company, Protective Life And Annuity Insurance Company, ProEquities Inc./Protective Securities, and Lyndon Property Insurance Company.\"]], ['Physicians Mutual', ['Physicians Mutual is a privately held insurance company headquartered in Omaha, Nebraska, United States, that consists of Physicians Mutual Insurance Company and Physicians Life Insurance Company.', ' Founded as Physicians Mutual Insurance Company in 1902 by Edwin E. Elliott, Physicians Mutual began by selling health insurance to medical professionals.', ' Policies were offered to the general public starting in 1962, and by 1970 the company expanded into life insurance when it founded Physicians Life Insurance Company.', ' Today the company offers a variety of insurance products, annuities, Medicare, Medigap, Medicare Supplement, Term Life Insurance, Whole Life Insurance, Cancer and funeral pre-planning services.', ' It holds over US$3 billion in assets and employs over one thousand people.', ' Robert A. Reed is chief executive officer and president.']], ['Lyceum Theatre (Park Avenue South)', ['The Lyceum Theatre was a theatre in New York City located on Fourth Avenue, now Park Avenue South, between 23rd and 24th Streets in Manhattan.', ' It was built in 1885 and operated until 1902, when it was torn down to make way for the Metropolitan Life Insurance Company Tower.', ' It was replaced by a new Lyceum Theatre on 45th Street.', ' For most of its existence, the theatre was home to Daniel Frohman’s Lyceum Theatre Stock Company, which presented many important plays and actors of the day.']], ['Metropolitan Life North Building', ['The Metropolitan Life North Building, now known as Eleven Madison, is a 30-story art deco skyscraper on Madison Square Park in Manhattan, New York City, at 11-25 Madison Avenue.', ' The building is bordered by East 24th Street, Madison Avenue, East 25th Street and Park Avenue South, and is connected by an elevated walkway to the Met Life Tower just south of it.', \" The North Building was built on the site of Richard Upjohn's original Madison Square Presbyterian Church.\", ' The second church, designed by Stanford White of McKim, Mead and White was built in 1906, across 24th street on land conveyed by Metropolitan Life.', ' As part of the Metropolitan Life Home Office Complex, the North Building was added to the National Register of Historic Places on January 19, 1996.']]], 'type': 'comparison', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 1 second. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
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"\u001b[32m2025-12-09 17:52:41.264\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5a72e28f5542992359bc31ba', 'answer': 'outlined by Joel Greenblatt', 'question': 'Which technique did the director at Pzena Investment Management outline?', 'supporting_facts': [['Magic formula investing', 0], ['Joel Greenblatt', 3]], 'context': [['Joel Greenblatt', ['Joel Greenblatt (born December 13, 1957) is an American academic, hedge fund manager, investor, and writer.', ' He is a value investor, and adjunct professor at the Columbia University Graduate School of Business.', ' He is the former chairman of the board of Alliant Techsystems and founder of the New York Securities Auction Corporation.', ' He is also a director at Pzena Investment Management, a high-end value firm.']], ['Orbis Investment Management', ['Orbis Investment Management is an investment management firm headquartered in Bermuda, with offices in London, Vancouver, Sydney, San Francisco, Hong Kong, Tokyo and Luxembourg.', ' The company has a close relationship with Allan Gray Investment Management in South Africa and Allan Gray Australia.', ' Orbis manages approximately $25\\xa0billion on behalf of both institutional and individual investors.', ' Orbis Access, its direct-to-consumer platform, was launched in the UK in January 2015.']], ['Richard Pzena', ['Richard \"Rich\" Pzena (born January 8, 1959) is an American investment manager.', ' He is the founder and chief investment officer of Pzena Investment Management, a New York-based deep value investment firm with $26.4 billion in assets under management.']], ['Journal of Investment Management', ['The Journal of Investment Management (JOIM) is a quarterly refereed journal which seeks to be a nexus of theory and practice of investment management.', ' \"The Journal Of Investment Management\" offers in-depth research with practical significance utilising concepts from the economics and accounting disciplines.', ' The editor is Gifford H. Fong, founder of Gifford Fong Associates, a boutique bond and equity analysis firm.']], ['Separately managed account', ['A separately managed account (SMA) is a term within the investment management industry encompassing several different types of investment accounts.', ' For example, an SMA often is used to refer to an individual managed investment account often offered by a brokerage firm through one of their brokers or financial consultants and managed by independent investment management firms (often called money managers for short) and have varying fee structures.', ' These particular types of SMAs may be called \"wrap fee\" or \"dual contract\" accounts, depending on their structure.', ' There is no official designation for the SMA, but there are common characteristics that are represented in many types of SMA programs.', \" These characteristics include an open structure or flexible investment security choices; multiple money managers; and a customized investment portfolio formulated for a client's specific investment objectives or desired restrictions.\"]], ['Magic formula investing', ['Magic formula investing is a term referring to an investment technique outlined by Joel Greenblatt that uses the principles of value investing.']], ['Royal London Asset Management', ['Royal London Asset Management (RLAM) is a UK-based investment management company with assets under management of more than £101 billion.', ' Headquartered in London, United Kingdom, it has over 2,900 employees working across seven sites in UK and Ireland(as at 30 September 2016).', ' RLAM offers investment management – mutual funds, active and passive portfolio management as well asset allocation for a wide range of clients.', ' RLAM’s clients include, but are not limited to; listed companies, pension schemes, local authorities, educational establishments, charities, wealth managers, financial advisers and multi-managers.', ' RLAM invests across all major asset classes, including the UK and overseas equities, government bonds, investment grade and high yield corporate bonds, property and cash.', \" RLAM is a wholly owned, autonomous subsidiary of the Royal London Group, the UK's largest mutual insurance company.\"]], ['Cowen Group', ['Cowen Inc. is a diversified financial services firm that provides alternative investment management, investment banking, research, and sales and trading services through its two business segments: Cowen Investment Management (formerly Ramius LLC), a global alternative investment management business, and Cowen and Company, LLC, a broker-dealer business.', ' Founded in 1918 by Harry Cowen and Arthur Cowen, Jr., the Firm is headquartered in New York City and has offices located worldwide.']], ['Investment control', ['Investment control or investment controlling is a monitoring function within the asset management, portfolio management or investment management.', ' It is concerned with independently supervising and monitoring the quality of asset management accounts with the aim of ensuring performance and quality in order to provide the required benefit for the asset management client.', ' Dependent on setup, investment controlling not only encompasses controlling activities but also can include areas from compliance to performance review.', ' Investment controlling aspects can also be taken into consideration by asset management clients or investment advisers/consultants and consequently it is likely that these stakeholders also run certain investment controlling activities.']], ['Barclays Wealth', ['Barclays Wealth and Investment Management is a wealth manager providing private banking, investment management, brokerage and fiduciary services to private clients and financial intermediaries all over the world.', ' Barclays provides Wealth and Investment Management across 20 offices to clients in 50 countries and has client assets of £202.8\\xa0billion (as of 30 June 2013).']]], 'type': 'bridge', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 1 second. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"\u001b[32m2025-12-09 17:52:41.379\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 4 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
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"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:52:41.414\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5addc7e35542997545bbbdbe', 'answer': 'American Samoa, but not on all Native American tribal lands', 'question': 'Which areas of the United States were still able to deny sames sex marriages after the case in which Edith \"Edie\" Windsor was the main plaintiff?', 'supporting_facts': [['Edith Windsor', 1], ['Same-sex marriage in the United States', 0]], 'context': [['Same-sex marriage in the United States', ['In the United States, same-sex marriage is legal in all states, Washington, D.C., as well as all U.S. territories except American Samoa, but not on all Native American tribal lands, since June 26, 2015, when the United States Supreme Court ruled in \"Obergefell v. Hodges\" that state-level bans on same-sex marriage are unconstitutional.', ' The court ruled that the denial of marriage licenses to same-sex couples and the refusal to recognize those marriages performed in other jurisdictions violates the Due Process and the Equal Protection clauses of the Fourteenth Amendment of the United States Constitution.', ' The ruling overturned a 1972 precedent, \"Baker v. Nelson\".', \" Just prior to the Supreme Court's ruling in 2015, same-sex marriage was legal in many but not all U.S. jurisdictions.\"]], ['Gin Chow', ['Gin Chow (1857 - June 1933) was a Chinese immigrant who gained fame in California as a prophet and fortune teller able to predict the weather and other natural events.', ' Chow is credited with successfully predicting the 1925 Santa Barbara earthquake.', ' Chow was also the main plaintiff in the California Supreme Court case \"Gin Chow v. City of Santa Barbara\" which still ranks as one of the most important water rights cases in the state.']], ['Grant Commercial Historic District (Grant, Iowa)', ['The Grant Commercial Historic District is a nationally recognized historic district located in Grant, Iowa, United States.', ' It was listed on the National Register of Historic Places in 2002.', ' At the time of its nomination it contained 17 resources, which included 15 contributing buildings, two contributing structures, and one non-contributing building.', \" The historic district covers the town's central business district.\", ' Grant is a small town located in northeast Montgomery County in the southwest quadrant of the state.', ' It was plated in 1858, and it was known as Milford until the early 20th century even though its post office was Grant.', ' While not on a railroad, the town was still able to maintain a viable commercial district.']], ['Human trafficking in Taiwan', ['Taiwan is primarily a destination for men, women, and children trafficked for the purposes of forced labor and sexual exploitation.', ' It is also a source of women trafficked to Japan, Australia, the United Kingdom, and the United States.', ' Women and girls from the People’s Republic of China (P.R.C.) and Southeast Asian countries are trafficked to Taiwan through fraudulent marriages, deceptive employment offers, and illegal smuggling for sexual exploitation and forced labor.', ' Many trafficking victims are workers from rural areas of Vietnam, Thailand, Indonesia, and the Philippines, employed through recruitment agencies and brokers to perform low skilled work in Taiwan’s construction, fishing, and manufacturing industries, or to work as domestic servants.', ' Such workers are often charged high job placement and service fees, up to $14,000, resulting in substantial debt that labor brokers or employers use as a tool for involuntary servitude.', ' Many foreign workers remain vulnerable to trafficking because legal protections, oversight by authorities and enforcement efforts are inadequate.', ' Taiwan authorities reported that traffickers continued to use fraudulent marriages to facilitate labor and sex trafficking, despite increased efforts by the authorities to prevent this practice.', ' Some women who are smuggled onto Taiwan to seek illegal work were sometimes sold in auctions to sex traffickers, and subsequently forced to work in the commercial sex industry.', ' NGOs reported a sharp increase during the reporting period in the number of boys rescued from prostitution, mainly discovered during police investigations of online social networking sites suspected of being front operations for prostitution rings.']], ['Sea turtle migration', ['Sea turtle migration refers to the long-distance movements of sea turtles (superfamily Chelonioidea) notably as adults but may also refer to the offshore migration of hatchings.', ' Sea turtle hatchings emerge from underground nests and crawl across the beach towards the sea.', ' They then maintain an offshore heading until they reach the open sea.', ' The feeding and nesting sites of adult sea turtles are often distantly separated meaning some must migrate hundreds or even thousands of kilometres.', ' Several main patterns of adult migration have been identified.', ' Some such as the green sea turtle shuttle between nesting sites and coastal foraging areas.', ' The loggerhead sea turtle uses a series of foraging sites.', ' Others such as the leatherback sea turtle and olive ridley sea turtle do not show fidelity to any specific coastal foraging site.', ' Instead, they forage in the open sea in complex movements apparently not towards any goal.', ' Although the foraging movements of leatherbacks seem to be determined to a large part by passive drift with the currents, they are still able to return to specific sites to breed.', ' The ability of adult sea turtles to travel to precise targets has led many to wonder about the navigational mechanisms used.', \" Some have suggested that juvenile and adult turtles might use the Earth's magnetic field to determine their position.\", ' There is evidence for this ability in juvenile green sea turtles.']], ['Market share liability', ['Market share liability is a legal doctrine that allows a plaintiff to establish a prima facie case against a group of product manufacturers for an injury caused by a product, even when the plaintiff does not know from which defendant the product originated.', \" The doctrine is unique to the law of the United States and apportions liability among the manufacturers according to their share of the market for the product giving rise to the plaintiff's injury.\"]], ['Capron v. Van Noorden', ['Capron v. Van Noorden, 6 U.S. 126 (1804) , was a United States Supreme Court case in which the Court allowed a plaintiff to dismiss a case that he had lost at trial because of a lack of diversity jurisdiction, leaving the plaintiff free to bring the case again.']], ['Barnes v. Yahoo!, Inc.', ['Barnes v. Yahoo!, Inc., 570 F. 3d 1096 (D. Or.', ' Nov. 8, 2005), is a United States Court of Appeals for the Ninth Circuit case in which the Ninth Circuit held that Section 230 of the Communications Decency Act (CDA) rules that Yahoo!, Inc., as an Internet service provider cannot be held responsible for failure to remove objectionable content posted to their website by a third party.', \" Plaintiff Cecilia Barnes made claims arising out of Defendant Yahoo!, Inc.'s alleged failure to honor promises to remove offensive content about the plaintiff posted by a third party.\", ' The content consisted of a personal profile with nude photos of the Plaintiff and her contact information.', \" The United States District Court for the District of Oregon had dismissed Barnes' complaint.\"]], ['Lujan v. G & G Fire Sprinklers, Inc.', ['Lujan v. G & G Fire Sprinklers, Inc., 532 U.S. 189 (2001), was a United States Supreme Court case decided in 2001.', ' The case concerned a provision of the California Labor Code which allowed the state to withhold payment to contractors or subcontracters if found in breach of contract, without a specific hearing on the matter.', ' The Court upheld the provision because the companies were still able to pursue a claim in state court.']], ['Edith Windsor', ['Edith \"Edie\" Windsor (née Schlain; June 20, 1929 – September 12, 2017) was an American LGBT rights activist and a technology manager at IBM.', ' She was the lead plaintiff in the Supreme Court of the United States case \"United States v. Windsor\", which successfully overturned Section 3 of the Defense of Marriage Act and was considered a landmark legal victory for the same-sex marriage movement in the United States.']]], 'type': 'bridge', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 5 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
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"\u001b[32m2025-12-09 17:52:41.433\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5addf6135542990dbb2f7f23', 'answer': 'Genderqueer', 'question': 'Which identifier: transwomen, cis women,or genderqueer, is a combination of masculinity and femininity or neither in gender expression? ', 'supporting_facts': [['Discwoman', 0], ['Genderqueer', 1]], 'context': [['Transgender', ['Transgender people are people who have a gender identity or gender expression that differs from their assigned sex.', ' Transgender people are sometimes called \"transsexual\" if they desire medical assistance to transition from one sex to another.', ' \"Transgender\" is also an umbrella term: in addition to including people whose gender identity is the \"opposite\" of their assigned sex (trans men and trans women), it may include people who are not exclusively masculine or feminine (people who are genderqueer/non-binary, e.g. bigender, pangender, genderfluid, or agender).', ' Other definitions of \"transgender\" also include people who belong to a third gender, or conceptualize transgender people as a third gender.', ' Infrequently, the term \"transgender\" is defined very broadly to include cross-dressers, regardless of their gender identity.']], ['Genderqueer', ['Genderqueer (GQ), also termed non-binary (NB), is a catch-all category for gender identities that are not exclusively masculine or feminineidentities which are thus outside the gender binary and cisnormativity.', ' Genderqueer people may express a combination of masculinity and femininity, or neither, in their gender expression.']], ['Transitioning (transgender)', [\"Transitioning is the process of changing one's gender presentation and/or sex characteristics to accord with one's internal sense of gender identity – the idea of what it means to be a man or a woman, or genderqueer (in-between).\", ' For transgender and transsexual people, this process commonly involves reassignment therapy (which may include hormone replacement therapy and sex reassignment surgery), with their gender identity being opposite that of their birth-assigned sex and gender.', ' Transitioning might involve medical treatment, but it does not always involve it.', ' For genderqueer people, it is neither solely female nor male.', ' Cross-dressers, drag queens, and drag kings tend not to transition, since their variant gender presentations are (usually) only adopted temporarily.']], ['Soft butch', ['A soft butch, or stem (stud-fem), is a woman who exhibits some stereotypical butch and lesbian traits without fitting the masculine stereotype associated with butch lesbians.', ' Soft butch is on the spectrum of butch, as are stone butch and masculine, whereas on the contrary, ultra fem, high femme, and lipstick lesbian are some labels on the spectrum of lesbians with a more prominent expression of femininity, also known as femmes.', ' Soft butches have gender identities of women, but primarily display masculine characteristics; soft butches predominantly express masculinity with a touch of femininity.', ' The \"hardness\", or label depicting one\\'s level of masculine expression as a butch is dependent upon the fluidity of her gender expression.', ' Soft butches might want to express themselves through their clothing and hairstyle in a more masculine way, but their behavior in a more traditionally feminine way.', ' For example, these traits of a soft butch may or may not include short hair, clothing that was designed for men, and masculine mannerisms and behaviors.', ' Soft butches generally appear androgynous, rather than adhering to strictly feminine or masculine norms and gender identities.', ' Soft butches generally physically, sexually, and romantically express themselves in more masculine than feminine ways in the majority of those categories.']], ['Femininity', ['Femininity (also called girlishness, womanliness or womanhood) is a set of attributes, behaviors, and roles generally associated with girls and women.', ' Femininity is socially constructed, but made up of both socially-defined and biologically-created factors.', ' This makes it distinct from the definition of the biological female sex, as both males and females can exhibit feminine traits.', ' People who exhibit a combination of both masculine and feminine characteristics are considered androgynous, and feminist philosophers have argued that gender ambiguity may blur gender classification.', ' Modern conceptualizations of femininity also rely not just upon social constructions, but upon the individualized choices made by women.']], ['Gender identity', [\"Gender identity is one's personal experience of one's own gender.\", ' Gender identity can correlate with assigned sex at birth, or can differ from it completely.', \" All societies have a set of gender categories that can serve as the basis of the formation of a person's social identity in relation to other members of society.\", ' In most societies, there is a basic division between gender attributes assigned to males and females, a gender binary to which most people adhere and which includes expectations of masculinity and femininity in all aspects of sex and gender: biological sex, gender identity, and gender expression.', ' In all societies, some individuals do not identify with some (or all) of the aspects of gender that are assigned to their biological sex; some of those individuals are transgender or genderqueer.', ' Some societies have third gender categories.']], ['Gender variance', ['Gender variance, or gender nonconformity, is behavior or gender expression by an individual that does not match masculine and feminine gender norms.', ' People who exhibit gender variance may be called \"gender variant\", \"gender non-conforming\", \"gender diverse,\" \"gender atypical\" or \"genderqueer\", and may be transgender or otherwise variant in their gender identity.', ' In the case of transgender people, they may be perceived, or perceive themselves as, gender nonconforming before transitioning, but might not be perceived as such after transitioning.', ' Some intersex people may also exhibit gender variance.']], ['Gender polarization', ['Gender polarization is a concept in sociology by American psychologist Sandra Bem which states that societies tend to define femininity and masculinity as polar opposite genders, such that male-acceptable behaviors and attitudes are not seen as appropriate for women, and vice versa.', ' The theory is an extension of the sex and gender distinction in sociology in which sex refers to the biological differences between men and women, while gender refers to the cultural differences between them, such that \"gender\" describes the \"socially constructed roles, behaviours, activities, and attributes that a given society considers appropriate for men and women\".', ' According to Bem, gender polarization begins when natural sex differences are exaggerated in culture; for example, women have less hair than men, and men have more muscles than women, but these physical differences are exaggerated culturally when women remove hair from their faces and legs and armpits, and when men engage in body building exercises to emphasize their muscle mass.', ' She explained that gender polarization goes further, when cultures construct \"differences from scratch to make the sexes even more different from one another than they would otherwise be\", perhaps by dictating specific hair styles for men and women, which are noticeably distinct, or separate clothing styles for men and women.', ' When genders become polarized, according to the theory, there is no overlap, no shared behaviors or attitudes between men and women; rather, they are distinctly opposite.', ' She argued that these distinctions become so \"all-encompassing\" that they \"pervade virtually every aspect of human existence\", not just hairstyles and clothing but how men and women express emotion and experience sexual desire.', ' She argued that male-female differences are \"superimposed on so many aspects of the social world that a cultural connection is thereby forged between sex and virtually every other aspect of human experience\".']], ['Discwoman', ['Discwoman is a New York based collective, booking agency, and event platform representing and showcasing female-identified (cis women, transwomen, and gender queer) talent in the electronic music community.', ' It was founded in 2014 by Frankie Decaiza Hutchinson who does the outreach for the agency dealing with Public Relations and social media, Emma Burgess-Olson (a.k.a. UMFANG) as the resident DJ, and Christine McCharen-Tran who is the event producer and business powerhouse.', \" Discwoman's regular club nights and touring events highlight emerging and established artists from around the world.\", ' Music produced by world-renowned female artists include The Black Madonna, Nicole Moudaber, Star Eyes, Sandunes, Demian Licht, and Nina Sonik whom have contributed to the electronic music culture.', ' The gender imbalance in EDM (electronic dance music) is self-evident showing women making up to ~10.8% of artists in electronic music festivals.', ' In a 2015 report by , it is stated that men comprised 82% of 44 international festivals’ lineups.', ' Discwoman gives feminine-identified talent the platform and more visibility by booking them at bigger venues, streamlining the growth process, and ensuring the artists they are paid what they are worth in a male-dominated dance music industry.']], ['Transmisogyny', ['Transmisogyny (sometimes trans-misogyny) is the intersection of transphobia and misogyny.', ' Transphobia is defined as \"the irrational fear of, aversion to, or discrimination against transgender or transsexual people\".', ' Misogyny is defined as \"a hatred of women\".', ' Therefore, transmisogyny includes negative attitudes, hate, and discrimination of transgender or transsexual individuals who fall on the feminine side of the gender spectrum.', ' The term was coined by Julia Serano in her 2007 book \"Whipping Girl\" and used to describe the unique discrimination faced by trans women because of \"the assumption that femaleness and femininity are inferior to, and exist primarily for the benefit of, maleness and masculinity\", and the way that transphobia intensifies the misogyny faced by trans women (and vice versa).', ' The term discusses how many trans women experience an additional layer of misogyny in the form of fetishization; Serano talks about how society views trans women in certain ways that sexualize them, such as them transitioning for sexual reasons, or ways where they’re seen as sexually promiscuous.Transmisogyny is a central concept in transfeminism and is commonly seen in intersectional feminist theory.', \" The suggestion that trans women's femaleness (rather than their femininity) is a source of transmisogyny is rejected by some feminists, who do not regard trans women as female.\"]]], 'type': 'bridge', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 4 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
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"\u001b[32m2025-12-09 17:52:41.656\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 4 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
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"\r",
"Evaluating workflow: 63%|██████▎ | 315/500 [02:31<02:43, 1.13it/s]"
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"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:52:41.675\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5a8f55f9554299458435d5bd', 'answer': 'actor', 'question': 'What profession did Willi Forst and Elmer Clifton share?', 'supporting_facts': [['Willi Forst', 0], ['Elmer Clifton', 0]], 'context': [['Kaiserjäger (film)', ['Kaiserjäger is a 1956 Austrian film directed by Willi Forst.']], ['Gently My Songs Entreat', ['Gently My Songs Entreat (German: Leise flehen meine Lieder ) is a 1933 Austrian-German musical film directed by Willi Forst and starring Marta Eggerth, Luise Ullrich and Hans Jaray.', ' Art direction was by Julius von Borsody.', ' The film is a biopic of the composer Franz Schubert (1797–1828).', \" It was Forst's directorial debut.\", ' A British version was made called \"Unfinished Symphony\".', ' The German title refers to the first line of the Lied \"Ständchen\" (Serenade) from Schubert\\'s collection \"Schwanengesang\", \"the most famous serenade in the world\", which Eggerth performs in the film.']], ['Operetta (film)', ['Operetta (German: Operette) is a 1940 musical film directed by Willi Forst and starring Forst, Maria Holst and Dora Komar.', ' The film was made by Wien-Film, a Vienna-based company set up after Austria had been incorporated into Greater Germany following the 1938 Anschluss.', ' It is the first film in director Willi Forst\\'s \"Viennese Trilogy\" followed by \"Vienna Blood\" (1942) and \"Viennese Girls\" (1945).', ' The film portrays the life of Franz Jauner (1832–1900), a leading musical figure in the city.', ' It is both an operetta film and a Wiener Film.']], ['Elmer Clifton', ['Elmer Clifton (March 14, 1890 – October 15, 1949) was an American writer, director and actor from the early silent days.', ' A collaborator of D.W. Griffith, he appeared in \"The Birth of a Nation\" (1915) and \"Intolerance\" (1916) before giving up acting in 1917 to concentrate on work behind the camera, with Griffith and Joseph Henabery as his mentors.', ' His first feature-length solo effort as a director was \"The Flame of Youth\" with Jack Mulhall.']], ['Miracles Still Happen (1951 film)', ['Miracles Still Happen (German: Es geschehen noch Wunder) is a 1951 West German romantic comedy film directed by Willi Forst and starring Forst, Hildegard Knef and Marianne Wischmann.', ' It was intended by Forst as a more harmless follow-up to his controversial \"Die Sünderin\" which had also starred Knef.']], ['The Prince of Arcadia', ['The Prince of Arcadia (German: Der Prinz von Arkadien) is a 1932 Austrian-German romance film directed by Karl Hartl and starring Willi Forst, Liane Haid and Hedwig Bleibtreu.', ' It premiered on 18 May 1932.']], ['Burgtheater (film)', ['Burgtheater is a 1936 Austrian drama film directed by Willi Forst.', ' Most of the film was shot in the Burgtheater in Vienna.']], ['Viennese Girls', ['Viennese Girls (German:Wiener Mädeln) is a 1945 historical musical film directed by Willi Forst and starring Forst, Anton Edthofer and Judith Holzmeister.', ' The film was made by Wien-Film, a Vienna-based company set up after Austria had been incorporated into Greater Germany following the 1938 Anschluss.', ' It was the third film in Forst\\'s \"Viennese Trilogy\" which also included \"Operetta\" (1940) and \"Vienna Blood\" (1942).', ' The film was finished in 1945, during the closing days of the Second World War.', ' This led to severe delays in its release, which eventually took place in 1949 in two separate versions.', ' One was released by the Soviet-backed Sovexport in the Eastern Bloc and the other by Forst.']], [\"A Student's Song of Heidelberg\", [\"A Student's Song of Heidelberg (German:Ein Burschenlied aus Heidelberg) is a 1930 German musical film directed by Karl Hartl and starring Hans Brausewetter, Betty Bird and Willi Forst.\", \" It marked Hartl's directoral debut.\", ' The film is in the tradition of the nostalgic Old Heidelberg.']], ['Willi Forst', ['Willi Forst, born Wilhelm Anton Frohs (7 April 1903 – 11 August 1980) was an Austrian actor, screenwriter, film director, film producer and singer.', ' As a debonair actor he was a darling of the German-speaking film audiences, as a director, one of the most significant makers of the Viennese period musical melodramas and comedies of the 1930s known as \"Wiener Filme\".', ' From the mid-1930s he also recorded many records, largely of sentimental Viennese songs, for the Odeon Records label owned by Carl Lindström AG.']]], 'type': 'comparison', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 4 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"\u001b[32m2025-12-09 17:52:41.788\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5adf3f1d5542992d7e9f9310', 'answer': 'Italian composer', 'question': 'What profeesion do Giacomo Benvenuti and Claudio Monteverdi share?', 'supporting_facts': [['Giacomo Benvenuti', 0], ['Claudio Monteverdi', 0]], 'context': [['Giacomo Badoaro', ['Giacomo Badoaro (1602–1654) was a Venetian nobleman and amateur poet.', ' He is most famous for writing the libretto for Claudio Monteverdi\\'s opera \"Il ritorno d\\'Ulisse in patria\" (1640).', ' He also provided librettos for the operas \"Ulisse errante\" by Francesco Sacrati (1644) and \"Elena rapita da Teseo\" (1653) by Jacopo Melani.', ' He was a member of the Venetian intellectual circle, the Accademia degli Incogniti.']], ['Claudio Monteverdi', ['Claudio Giovanni Antonio Monteverdi (] ; 15 May 1567 (baptized) – 29 November 1643) was an Italian composer, string player and choirmaster.', ' A composer of both secular and sacred music, and a pioneer in the development of opera, he is considered a crucial transitional figure between the Renaissance and the Baroque periods of music history.']], ['Giacomo Benvenuti', ['Giacomo Benvenuti (16 March 1885, Toscolano — 20 January 1943, Barbarano-Salò) was an Italian composer and musicologist.', ' He was the son of organist Cristoforo Benvenuti and studied at the Liceo Musicale in Bologna under Luigi Torchi (musicology) and Marco Enrico Bossi (organ).', ' In 1919 his collection of songs for voice and piano accompaniment, \"Canti a una voce : con accompagnamento di pianoforte\", was published in Bologna.', ' In 1922 he published a collection of 17th-century art songs entitled \"35 Arie di vari autori del secolo XVII\".', ' Composer Samuel Barber studied the works of Giulio Caccini, Andrea Falconieri, and other early Italian composers under his tutelage in Milan in 1933-1934.', ' For the Teatro dell\\'Opera di Roma he adapted Claudio Monteverdi\\'s \"L\\'Orfeo\" for a production which premiered on 27 December 1934.', ' The adaptation was later used for the first recording of \"L\\'Orfeo\" in 1939, which included a performance by the orchestra of La Scala Milan under conductor Ferrucio Calusio.']], [\"Il ritorno d'Ulisse in patria\", ['Il ritorno d\\'Ulisse in patria (SV 325, \"The Return of Ulysses to his Homeland\") is an opera consisting of a prologue and five acts (later revised to three), set by Claudio Monteverdi to a libretto by Giacomo Badoaro.', ' The opera was first performed at the Teatro Santi Giovanni e Paolo in Venice during the 1639–1640 carnival season.', ' The story, taken from the second half of Homer\\'s \"Odyssey\", tells how constancy and virtue are ultimately rewarded, treachery and deception overcome.', ' After his long journey home from the Trojan Wars Ulisse, king of Ithaca, finally returns to his kingdom where he finds that a trio of villainous suitors are importuning his faithful queen, Penelope.', ' With the assistance of the gods, his son Telemaco and a staunch friend Eumete, Ulisse vanquishes the suitors and recovers his kingdom.']], [\"L'Orfeo discography\", ['These lists show the audio and visual recordings of the opera \"L\\'Orfeo\" by Claudio Monteverdi.', ' The opera was first performed in Mantua in 1607, at the court of Duke Vincenzo Gonzaga, and is one of the earliest of all operas.', ' The first recording of \"L\\'Orfeo\" was issued in 1939, a freely adapted version of Monteverdi\\'s music edited by Giacomo Benvenuti, given by the orchestra of La Scala Milan conducted by Ferrucio Calusio.', ' In 1949 the Berlin Radio Orchestra under Helmut Koch recorded the complete opera, on long-playing records (LPs).', ' The advent of LP recordings was, as Harold Schonberg later wrote, an important factor in the postwar revival of interest in Renaissance and Baroque music, and from the mid-1950s recordings of \"L\\'Orfeo\" have been issued on many labels.', \" Koch's landmark version was reissued in 1962, when it was compared unfavourably with others that had by then been issued.\", ' The 1969 recording by Nicholas Harnoncourt and the Vienna Concentus Musicus, using Harnoncourt\\'s edition based on period instruments, was praised for \"making Monteverdi\\'s music sound something like the way he imagined\".', ' In 1981 Siegfried Heinrich, with the Early Music Studio of the Hesse Chamber Orchestra, recorded a version which re-created the original Striggio libretto ending, adding music from Monteverdi\\'s 1616 ballet \"Tirsi e Clori\" for the Bacchante scenes.', ' Among more recent recordings, that of Emmanuelle Haïm has been praised for its dramatic effect.', ' The 21st century has seen the issue of an increasing number of recordings on DVD.']], ['John Whenham', ['John Whenham is an English musicologist and academic who specializes in early Italian baroque music.', ' He earned both a Bachelor of Music and a Master of Music from the University of Nottingham, and a Doctor of Philosophy from the University of Oxford.', ' He is a leading expert on the life and works of Claudio Monteverdi, and is the author of the books \"Duet and Dialogue in the Age of Monteverdi\" (Ann Arbor, Michigan: University Microfilms International, 1982) \"Monteverdi, \\'Orfeo\\' \" (London: Cambridge University Press, 1986), \"Monteverdi, Vespers (1610)\" (Cambridge University Press, 1997), and \"The Cambridge Companion to Monteverdi\" (with Richard Wistreich, Cambridge University Press, 2007).', ' For five years he was co-editor of the journal \"Music & Letters\".', ' He currently serves on the board of the Birmingham Early Music Festival and is head of the music history department at the University of Birmingham.']], ['Ricciardo Amadino', ['Ricciardo Amadino (\"fl.\"', ' 1572–1621) was a Venetian printer.', ' He briefly attempted to publish music on his own in 1579, but was unsuccessful.', ' He joined with Giacomo Vincenti, with whom he published over 80 books between 1583 and 1586.', ' Many of these were reprints of popular madrigal books, but some were first printings.', ' Their partnership ended around 1586, but they continued to work together occasionally.', ' After 1586, Amadino\\'s mark was a woodcut of an organ, and he printed primarily music, with a few theoretical treatises, including the first edition of Ercole Bottrigari\\'s \"Il desiderio\".', ' He printed editions of such important composers as Luca Marenzio and Claudio Monteverdi, including the celebrated 1609 edition of \"L\\'Orfeo\", and in terms of sheer output was one of the foremost Italian music printers.']], ['Sergio Vartolo', ['Sergio Vartolo (Bologna, 1944) is an Italian harpsichordist, organist, musicologist and conductor; in past also active as countertenor.', ' In 1996 he was appointed maestro de capella of the Cappella Musicale di San Petronio di Bologna founded in 1436.', ' He has an extensive discography, both as a harpsichordist - the complete works of Girolamo Frescobaldi, and as a conductor - particularly works by Giovanni Paolo Colonna and Giacomo Antonio Perti associated with San Petronio, but also operas by Claudio Monteverdi and others.']], ['Stattkus-Verzeichnis', ['The Stattkus-Verzeichnis (SV) is a catalogue of the musical compositions of the Italian composer Claudio Monteverdi.', ' The catalogue was published in 1985 by Manfred H. Stattkus (\"Claudio Monteverdi: Verzeichnis der erhaltenen Werke\").', ' A free, basic second edition of the catalogue is available online.']], ['Monteverdi (crater)', ['Monteverdi is a crater on Mercury.', ' It has a diameter of 138 kilometers.', ' Its name was adopted by the International Astronomical Union in 1979.', ' Monteverdi is named for the Italian composer Claudio Monteverdi, who lived from 1567 to 1643.']]], 'type': 'bridge', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 4 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
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"\r",
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"\u001b[32m2025-12-09 17:52:41.788\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5ac245015542992f1f2b3829', 'answer': 'Louis \"Louie\" Zamperini', 'question': 'Who was a Christian Evangelist and US prisoner of war survivor that was the basis for a film directed by Angelina Jolie?', 'supporting_facts': [['Unbroken (film)', 1], ['Louis Zamperini', 0]], 'context': [['Cyborg 2', ['Cyborg 2, released in some countries as Glass Shadow, is a 1993 American science fiction action film directed by Michael Schroeder and starring Elias Koteas, Angelina Jolie, Billy Drago, Karen Sheperd and Jack Palance.', ' It is an unrelated sequel to the 1989 film \"Cyborg\", although footage from the original is used in a dream sequence.', ' It was also Jolie\\'s film debut in a starring role (she had previously made an earlier film, \"Lookin\\' to Get Out\", as a child actress).', ' It was followed by the 1995 direct-to-video release \"\".']], ['Unbroken (film)', ['Unbroken is a 2014 American war film produced and directed by Angelina Jolie, written by the Coen brothers, Richard LaGravenese, and William Nicholson, based on the 2010 non-fiction book by Laura Hillenbrand, \"\".', ' The film revolves around the life of USA Olympian and army officer Louis \"Louie\" Zamperini.', ' Zamperini survived in a raft for 47 days after his bomber crash landed in the ocean during World War II, then was sent to a series of prisoner of war camps.']], ['Salt (2010 film)', ['Salt is a 2010 American action thriller film directed by Phillip Noyce, written by Kurt Wimmer, and starring Angelina Jolie, Liev Schreiber, Daniel Olbrychski, August Diehl, and Chiwetel Ejiofor.', ' Jolie plays Evelyn Salt, who is accused of being a Russian sleeper agent and goes on the run to try to clear her name.']], ['Angelina Jolie filmography', ['Angelina Jolie is an American actress and filmmaker.', ' As a child, she made her screen debut in the 1982 comedy film \"Lookin\\' to Get Out\", acting alongside her father Jon Voight.', ' Eleven years later she appeared in her next feature, the low-budget film \"Cyborg 2\", a commercial failure.', ' She then starred as a teenage hacker in the 1995 science fiction thriller \"Hackers\", which went on to be a cult film despite performing poorly at the box-office.', ' Jolie\\'s career prospects improved with a supporting role in the made-for-television film \"George Wallace\" (1997), for which she received the Golden Globe Award for Best Supporting Actress – Television Film.', ' She made her breakthrough the following year in HBO\\'s television film \"Gia\" (1998).', ' For her performance in the title role of fashion model Gia Carangi, she won the Golden Globe Award for Best Actress – Television Film.']], ['Gone in 60 Seconds (1974 film)', ['Gone in 60 Seconds is a 1974 American action film written, directed, produced by, and starring H.B. \"Toby\" Halicki.', ' It centers on a group of car thieves and the 48 cars they must steal in a matter of days.', ' The film is known for having wrecked and destroyed 93 cars in a 40-minute car chase scene.', ' This film is the basis for the 2000 remake starring Nicolas Cage and Angelina Jolie.']], ['In the Land of Blood and Honey', ['In the Land of Blood and Honey is a 2011 American war film written, produced, and directed by Angelina Jolie and starring Zana Marjanović, Goran Kostić, and Rade Šerbedžija.', \" The film, Jolie's first commercial release as a director, depicts a love story set against the background of the Bosnian War.\", ' It opened in the United States on December 23, 2011, in a limited theatrical release.']], ['By the Sea (2015 film)', ['By the Sea is a 2015 American romantic drama film written and directed by Angelina Jolie, and produced by and starring Jolie and Brad Pitt.', ' The film was released on November 13, 2015, by Universal Pictures.']], ['Angelina Jolie', ['Angelina Jolie Pitt ( ; née Voight; born June 4, 1975) is an American actress, filmmaker, and humanitarian.', \" She has received an Academy Award, two Screen Actors Guild Awards, and three Golden Globe Awards, and has been cited as Hollywood's highest-paid actress.\", ' Jolie made her screen debut as a child alongside her father, Jon Voight, in \"Lookin\\' to Get Out\" (1982).', ' Her film career began in earnest a decade later with the low-budget production \"Cyborg 2\" (1993), followed by her first leading role in a major film, \"Hackers\" (1995).', ' She starred in the critically acclaimed biographical cable films \"George Wallace\" (1997) and \"Gia\" (1998), and won an Academy Award for Best Supporting Actress for her performance in the drama \"Girl, Interrupted\" (1999).']], ['First They Killed My Father (film)', ['First They Killed My Father (Khmer: មុន\\u200bដំបូង\\u200bខ្មែរ\\u200bក្រហម\\u200bសម្លាប់\\u200bប៉ា\\u200bរបស់\\u200bខ្ញុំ \"Moun\\u200b dambaung\\u200b Khmer\\u200b Krahm\\u200b samleab\\u200b ba\\u200b robsa\\u200b khnhom\") is a 2017 biographical historical thriller film directed by Angelina Jolie and written by Jolie and Loung Ung, based on Ung\\'s memoir of the same name.', ' Set in 1975, the film depicts 5-year-old Ung who is forced to be trained as a child soldier while her siblings are sent to labor camps during the Khmer Rouge regime.']], ['Louis Zamperini', ['Louis Silvie \"Louie\" Zamperini (January 26, 1917 – July 2, 2014) was a US prisoner of war survivor in World War II, a Christian evangelist and an Olympic distance runner.']]], 'type': 'bridge', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 4 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"metrics {'f1': 0.6666666666666666, 'em': 0.0, 'acc': 1.0}\n",
"\u001b[32m2025-12-09 17:52:42.142\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5a74547755429979e2882900', 'answer': 'Texas A&M Aggies football', 'question': 'the head football coach at the University of Houston from 2007 to 2011, is the current team coach of which football team ?', 'supporting_facts': [['Texas A&M Aggies football', 0], ['Texas A&M Aggies football', 4], ['Kevin Sumlin', 1]], 'context': [['Willie Fritz', ['Willie Fritz (born April 2, 1960) is an American football coach and former player.', ' He is the current head coach at Tulane University.', ' From 2014 to 2015, he was head coach at Georgia Southern University.', ' From 2010 to 2013, he was the head football coach at Sam Houston State University.', ' From 1997 to 2009, Fritz served as the head football coach at the University of Central Missouri.', ' From 1993 to 1996, he was the head football coach at Blinn College, a junior college in Brenham, Texas.']], ['Carl Anderson (American football)', ['Carl Rudolph Frederick \"Swede\" Anderson IV (September 9, 1898 – April 30, 1978) was an American college football coach at Western Kentucky University and Howard Payne University.', ' Anderson graduated from Centre College in Danville, Kentucky in 1924, where he played in the backfield with legendary alumnus Bo McMillin.', ' Anderson then followed McMillin to Centenary College of Louisiana and Geneva College.', ' Anderson then served one year as the head football coach at Western Kentucky, before moving to Kansas State as its freshman team coach in 1930.', ' Anderson returned to Western Kentucky as its head coach from 1934 to 1937.', ' He was the backfield coach under McMillin at Indiana from 1938 to 1945.', ' He then returned to his alma mater, Centre College, where he coached the Praying Colonels until 1950.', ' The following season, Anderson became the seventh head football coach at the Howard Payne University in Brownwood, Texas and held that position from 1951 to 1952.', ' His coaching record at Howard Payne was 7–10.']], ['Tom Keele', ['Tom Keele (born c. 1933) is a former American football coach.', ' He served as the head football coach at California State University, Northridge from 1979 to 1985, compiling a record of 31–42–1.', ' Keele graduated from Jefferson High School in Portland Oregon in 1951.', ' He attended the University of Oregon, where he played football for the Oregon Webfoots as a tackle from 1957 to 1959.', ' Keele began his coaching career in 1960 at North Eugene High School in Eugene, Oregon, working two years as an assistant football coach and sophomore basketball coach.', ' He moved to Oregon City High School in Oregon City, Oregon in 1962, serving as head football coach and leading his team to a 9–1–1 record.', ' The following year, he was hired as head football coach at the newly-formed Sheldon High School in Eugene.']], ['Tim Landis', ['Timothy Joseph \"Tim\" Landis (born July 13, 1964) is an American football coach who is currently quarterbacks coach and special teams coordinator at Lycoming College.', ' Previously, Landis was the head coach for the Rensselaer Polytechnic Institute football team.', ' He was also formerly the offensive coordinator for the San Jose State Spartans football team and the head football coach for Bucknell University.', ' He compiled a 23–33 record at Bucknell since 2003 and a 76–85–1 record overall.', \" Prior to arriving at Bucknell, Landis served as head football coach at Davidson and St. Mary's.\"]], ['Kevin Sumlin', ['Kevin Warren Sumlin (born August 3, 1964) is an American football coach and former player who is the head coach at Texas A&M University.', ' Previously, Sumlin was the head football coach at the University of Houston from 2007 to 2011.']], ['Robert P. Wilson', ['Robert P. \"Bert\" Wilson was an American football player and coach.', \" He played football for Wesleyan University and was captain of the school's football team in 1896.\", \" After graduating, he served as Wesleyan's first head football coach from 1898 to 1902.\", \" In five years as Wesleyan's coach, Wilson compiled a record of 25–21–2.\", ' In his first two years as the coach, Wesleyan compiled records of 7–3 and 7–2.', \" In the 17 years before Wilson took over as the coach, Wesleyan's football team had never won seven games in a single season.\", ' In 1903, Wilson became the head football coach at New York University (NYU).', ' He served the sixth head football coach at NYU and held that position for one season, in 1903, leading the NYU Violets to a record of 2–5.']], ['Ernest T. Jones', ['Ernest T. Jones (born January 18, 1970) is the current head coach at ASA Miami, a two-year college starting its first football season in 2015.', ' He was briefly running backs coach for the University of Connecticut Huskies football team.', ' He was head football coach at Alcorn State University.', ' He was named the head football coach after the 2007 season and served as head coach in 2008.', ' He was controversially fired from this position in December 2008.', ' He returned to the University of Cincinnati as the Director of Player Services in 2009.', ' For the 2010 he will be an assistant coach at the University at Buffalo under former University of Cincinnati assistant coach and now UB head football Coach Jeff Quinn.']], ['K. C. Keeler', ['Kurt Charles \"K. C.\" Keeler (born July 26, 1959) is an American football coach and former player.', ' He is currently the head football coach at Sam Houston State University.', ' He was the head football coach at the University of Delaware from 2002 to 2012.', ' Keeler served as the head football coach at Rowan University from 1993 to 2001.', \" His 2003 Delaware Fightin' Blue Hens squad won the NCAA Division I-AA Football Championship, and returned to the Division I Championship game in 2007 and 2010.\"]], ['Butch Davis', ['Paul Hilton \"Butch\" Davis, Jr. (born November 17, 1951) is an American football coach.', ' He is the head football coach at Florida International University.', ' After graduating from the University of Arkansas, he became an assistant college football coach at Oklahoma State University and the University of Miami before becoming the defensive coordinator for the Dallas Cowboys of the National Football League (NFL).', \" He was head coach of the University of Miami's Hurricanes football team from 1995 to 2000 and the NFL's Cleveland Browns from 2001 to 2004.\", ' Davis served as the head coach of the University of North Carolina at Chapel Hill (UNC) Tar Heels football team from 2007 until the summer of 2011, when a series of National Collegiate Athletic Association (NCAA) investigations resulted in his dismissal.', \" He was hired by the NFL's Tampa Bay Buccaneers as an advisor in February 2012.\"]], ['Texas A&M Aggies football', ['The Texas A&M Aggies football program represents Texas A&M University in the sport of American football.', ' The Aggies compete in the Football Bowl Subdivision (FBS) of the National Collegiate Athletic Association (NCAA) and the Western Division of the Southeastern Conference (SEC).', ' Texas A&M football claims three national titles and eighteen conference titles.', ' The team plays all home games at the newly redeveloped Kyle Field, a 102,733-person capacity outdoor stadium on the university campus.', \" Kevin Sumlin is currently the team's head coach.\"]]], 'type': 'bridge', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 4 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
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"\u001b[32m2025-12-09 17:52:42.171\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5a796bfd55429970f5fffeac', 'answer': 'A simple iron boar crest', 'question': 'What adorns the archaeological artefact excavated by Thomas Bateman on 3 May 1848?', 'supporting_facts': [['Pioneer Helmet', 2], ['Benty Grange helmet', 0]], 'context': [['May Assembly', ['May Assembly (Serbian: Мајска скупштина / Majska skupština ) was the national assembly of the Serbs in Austrian Empire, held on 1 and 3 May 1848 in Sremski Karlovci, during which the Serbs proclaimed autonomous Serbian Vojvodina.', ' This action was later recognized by the supreme Austrian authority in Vienna.', ' May Assembly was part of the European Revolutions of 1848.']], ['Artognou stone', ['The Artognou stone, sometimes referred to as the Arthur stone, is an archaeological artefact uncovered in Cornwall in the United Kingdom.', ' It was discovered in 1998 in securely dated sixth-century contexts among the ruins at Tintagel Castle in Cornwall, a secular, high status settlement of sub-Roman Britain.', ' It appears to have originally been a practice dedication stone for some building or other public structure, but it was broken in two and re-used as part of a drain when the original structure was destroyed.', ' Upon its discovery the stone achieved some notoriety due to the suggestion that \"Artognou\" was connected to the legendary King Arthur, though scholars such as John Koch have criticized the evidence for this connection.']], ['Slatino furnace model', ['The Slatino furnace model is an ancient ceramic artefact excavated at an archeological site near Slatino in Bulgaria.', ' It was found among the remains of a burned down dwelling dated from the Eneolithic period (ca. 5000 BCE).', \" The description 'furnace model' (and name) has been adopted in the absence of a definite idea about the use and meaning of the object.\", ' On its largest flat side there is a clearly traced rough']], ['Five Wells', ['Five Wells is a chambered tomb and scheduled ancient monument on Taddington Moor in the Peak District.', ' Three stones mark the main chamber, which has been dramatically reduced; a second less well-preserved chamber is to the west.', ' Access can be had on foot via a permitted path from Pillwell Gate to the west.', ' The mound was excavated by Thomas Bateman in 1846.']], ['Pioneer Helmet', ['The Pioneer Helmet (also known as Wollaston Helmet or Northamptonshire Helmet) is a 7th-century Anglo-Saxon boar-crested helm found by archaeologists from Northamptonshire Archaeology at a quarry site operated by Pioneer Aggregates.', ' This helmet is very similar in its basic design to the Coppergate Helmet, although it is much larger, and was likely to have had two cheek plates (of which only one remained) and a nasal (which was bent inwards at the time of deposition to render the piece unwearable).', ' A simple iron boar crest adorns the top of this helmet associating it with the Benty Grange helmet and the Guilden Morden boar from the same period, and descriptions in the poem Beowulf.', ' The helmet accompanied the burial of a young male, possibly laid on a bed with a pattern welded sword, small knife, hanging bowl, three iron buckles and a copper alloy clothes hook.']], ['Benty Grange helmet', ['The Benty Grange helmet is an archaeological artefact excavated by Thomas Bateman on 3 May 1848 from an Anglo-Saxon tumulus (or \"barrow\") at the Benty Grange Farm in the civil parish of Monyash in the English county of Derbyshire.']], ['Jewellery', ['Jewellery (British English) or jewelry (American English) consists of small decorative items worn for personal adornment, such as brooches, rings, necklaces, earrings, pendants and bracelets. Jewellery may be attached to the body or the clothes, and the term is restricted to durable ornaments, excluding flowers for example.', ' For many centuries metal, often combined with gemstones, has been the normal material for jewellery, but other materials such as shells and other plant materials may be used.', ' It is one of the oldest type of archaeological artefact – with 100,000-year-old beads made from \"Nassarius\" shells thought to be the oldest known jewellery.', ' The basic forms of jewellery vary between cultures but are often extremely long-lived; in European cultures the most common forms of jewellery listed above have persisted since ancient times, while other forms such as adornments for the nose or ankle, important in other cultures, are much less common.']], ['Morphology (archaeology)', ['Morphology in archaeology, the study of shapes and forms, and their grouping into period styles remains a crucial tool, despite modern techniques like radiocarbon dating, in the identification and dating not only of works of art but all classes of archaeological artefact, including purely functional ones (ignoring the question of whether purely functional artefacts exist).', ' The term morphology (\"study of shapes\", from the Greek) is more often used for this.', ' Morphological analyses of many individual artefacts are used to construct typologies for different types of artefact, and by the technique of seriation a relative dating based on shape and style for a site or group of sites is achieved where scientific absolute dating techniques cannot be used, in particular where only stone, ceramic or metal artefacts or remains are available, which is often the case.', ' That artefacts such as pottery very often survive only in fragments makes precise knowledge of morphology even more necessary, as it is often necessary to identify and date a piece of pottery from only a few sherds.']], ['Ngườm', ['Ngườm is an archaeological site in Thái Nguyên Province, northern Vietnam.', ' It is a rock shelter in a limestone cliff near the Thần Sa River that was excavated in 1981 by archaeologists from the Vietnam Institute of Archaeology.', ' Flaked stone artefacts have been found in deposits containing shells with radiocarbon ages of 23,000 years ago.', ' The site is important because of its unusually high proportion of retouched flakes in the stone artefact assemblage, relative to other sites in Southeast Asia.']], ['Joe Bell Site', ['The Joe Bell Site (9MG28) is an archaeological site located in Morgan County, Georgia underneath Lake Oconee, but prior to the 1970s, it was located south of the mouth of the Apalachee River on the western bank of the Oconee River.', ' The junction of these two rivers could be seen from the site.', ' This site was first visited by Marshall Williams in 1968 at the suggestion of the site’s landowner, Joe Bell, who had discovered various artifacts while the site was being regularly plowed.', ' Because of Interstate construction, Marshall Williams and Mark Williams discovered this site during surface surveys and excavations of the plowed areas.', ' The site was excavated and analyzed by Mark Williams as part of his PhD dissertation.', ' During the 1969 excavations, four areas within the site were designated for excavation.', ' In Areas 1-3 various five foot square units were excavated.', ' No excavations were done in Area 4 in 1969.', ' Large quantities of small potsherds were discovered during these excavations, and they ranged from the Duvall Phase in Area 1 to Bell Phase in Areas 2-4.', ' As part of the 1969 excavations, a road grading machine took off the topsoil of twelve strips on the site.', ' This uncovered Features 1 and 2, and they were completely excavated.', ' In 1977, the site was revisited by Marshall Williams and Mark Williams.', ' Since various plans threatened this site, major excavations took place from June 15, 1977 until September 16, 1977 by Mark Williams.', ' Most of the work centered on Area 2 or the Bell Phase portion of the site.', ' The Bell Phase portion of this site was probably no more the 1.5 acres .', ' Because of time constraints, only 17 of 55 features were excavated, and no more than a handful of the 1100 posts were excavated.', ' A few trips were made back to the site the following year with the help of volunteers, and approximately 80% of the area stripped by heavy machinery was mapped.', ' Some of the features were trash features that consisted of a circular pit filled with food residues and pottery sherds.', ' Evidence of a large circular structure or rotunda was found at the site.', ' It was the social, political, and religious center for the inhabitants.', ' A large quantity of the features was small, circular, semi-subterranean structures that were probably used as sleeping quarters on cold nights.', ' Another structure found was warm weather structures.', ' One major trash feature was found that had been deposited in a single episode and was burned during or after deposition.', ' Numerous sherds were found in this pit, and a large number of reconstructable vessels were present.', ' Ethnohistoric literature of the Southeast suggests that this feature was formed during a Busk or Green Corn ceremony.', ' The ceremony has been described as the physical cleansing of the town.']]], 'type': 'bridge', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 4 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-12-09 17:52:42.204\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5adc65e85542996e68525350', 'answer': 'no', 'question': 'Are both Dafeng District and Dazhou located in the same province?', 'supporting_facts': [['Dafeng District', 0], ['Dazhou', 0]], 'context': [['Sichuan–Shanghai gas pipeline', ['Sichuan–Shanghai gas pipeline () is a 1702 km long natural gas pipeline in China.', ' The pipeline runs from Pugang gas field in Dazhou, Sichuan Province, to Qingpu District of Shanghai.', ' An 842 km long branch line connects Yichang in Hubei with Puyang in Henan Province.', ' Two shorter branches are located near the Puguang gas field and one in the east near Shanghai.']], ['Yandu District', ['Yandu District () is one of three districts of Yancheng, Jiangsu province, China.', ' (The other two are Tinghu District and Dafeng District).']], ['Dazhou', ['Dazhou () is a prefecture-level city in the northeast corner of Sichuan province, China, bordering Shaanxi to the north and Chongqing to the east and south.', ' 2002 population was 384,525.']], ['Dafeng District', ['Dafeng () is a coastal district under the administration of Yancheng, Jiangsu province, China.', ' Located on the Jiangsu North Plain with a coastline of 112 km , Dafeng was historically one of the largest salt-making areas in China and now is famed for its well preserved eco-system and numerous national conservation parks.', \" The district has the largest national nature reserve for a rare deer species, Père David's Deer or Milu (麋鹿 ) in Chinese.\", ' It borders the prefecture-level city of Taizhou to the southwest.']], ['Tinghu District', ['Tinghu District () is one of three districts of Yancheng, Jiangsu province, China.', ' (The other two are Yandu District and Dafeng District).', ' Prior to 2004, Tinghu District was called the Urban District ()of Yancheng.']]], 'type': 'comparison', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 4 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"\u001b[32m2025-12-09 17:52:42.216\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5ae0c9dd5542993d6555ec69', 'answer': 'yes', 'question': 'Are Rob Parissi and Robert Pollard both musicians', 'supporting_facts': [['Rob Parissi', 0], ['Robert Pollard', 0]], 'context': [['Play That Funky Music', ['\"Play That Funky Music\" is a song written by Rob Parissi and recorded by the band Wild Cherry.', ' The single was the first release by the Cleveland-based Sweet City record label in April 1976, and distributed by Epic Records.', \" The performers on the recording included lead singer Parissi, electric guitarist Bryan Bassett, bassist Allen Wentz and drummer Ron Beitle, with session players Chuck Berginc, Jack Brndiar (trumpets), and Joe Eckert and Rick Singer (saxes) on the horn riff that runs throughout the song's verses.\", ' The single hit number one on the \"Billboard\" Hot 100 on September 18, 1976, and was also number one on the Hot Soul Singles chart.', ' The single was certified platinum by the Recording Industry Association of America for shipments of over 2 million records, eventually selling 2.5 million in the United States alone.']], ['Get Down Tonight: The Disco Explosion', ['Get Down Tonight: The Disco Explosion was a 2004 musical documentary special which aired on PBS.', ' The special featured Irene Cara, KC & The Sunshine Band, Yvonne Elliman, The Hues Corporation, Peaches & Herb, Karen Lynn Gorney, A Taste of Honey, Rob Parissi of Wild Cherry, Leo Sayer, Deney Terrio, Frankie Valli, Martha Wash, Barry Williams, Norma Jean Wright and Felton Pilate.', ' It was directed by T.J. Lubinsky, and produced by Jerry Blavat, Henry J. DeLuca, Cousin Brucie Morrow and Lubinsky.', ' One of the associate producers was Marty Angelo.']], ['Robert Pollard', ['Robert Ellsworth Pollard Jr. (born October 31, 1957) is an American musician and singer-songwriter who is the leader and creative force behind indie rock group Guided by Voices.', ' In addition to his work with Guided by Voices, he continues to have a prolific solo career with 22 solo albums released so far.']], ['The Crawling Distance', ['The Crawling Distance is 11th studio album released by singer-songwriter Robert Pollard on January 20, 2009.', ' Similar to many of Pollard\\'s releases since \"Fiction Man\" in 2004, all instrumentation on the album was performed by producer Todd Tobias.', ' \"The Crawling Distance\" has a 64/100 score on metacritic and thus was Pollard\\'s lowest rated album on the site, until 2011\\'s \"Space City Kicks\" which has a 62.', ' ']], ['Rob Parissi', ['Robert \"Rob\" Parissi is an American singer, songwriter and guitarist, perhaps best known as frontman for the American funk group Wild Cherry, best known for their 1976 Parissi-penned chart-topper \"Play That Funky Music\".', ' He was born in 1950 and raised in the steel mill town of Mingo Junction, Ohio.', ' He graduated from Mingo High School in 1968.', ' Rob formed the band Wild Cherry in 1970 in Steubenville, Ohio, one mile north of Mingo Junction along the Ohio River.', ' The band played the Ohio Valley region, Wheeling, West Virginia and the rest of the Northern West Virginia panhandle, and Pittsburgh, Pennsylvania.']], ['Choreographed Man of War', ['Choreographed Man of War is an album by Robert Pollard and the Soft Rock Renegades, released in 2001.', ' The album features Robert Pollard (vocals, guitar), Greg Demos (bass), and Jim Macpherson (drums).']], ['Elephant Jokes', [\"Elephant Jokes is the 12th studio album released by singer-songwriter Robert Pollard on August 11, 2009, and the 8th full-length album to be released by Pollard (along with several EP's and singles) since the break-up of his band Guided by Voices in 2004.\", ' Unlike recent Pollard albums, Todd Tobias does not play all the instruments on \"Elephant Jokes\", as Pollard plays some guitar on this album.']], ['Weatherman and Skin Goddess', ['Weatherman and Skin Goddess is a limited EP from singer-songwriter Robert Pollard.', \" Only 1,000 CDs and 500 12 inch LPs were put into production and were made available exclusively on Pollard's website.\", \" Released on April 15, this marks the first release from Robert Pollard's record label Guided by Voices Inc.\"]], ['Kid Marine', ['Kid Marine is 3rd album by Robert Pollard, released in 1999.', \" It is the first release of Robert Pollard's Fading Captain Series.\", ' Pollard has stated that the album is about Jeff \"Kid Marine\" Davis, the person pictured on the cover .', ' Robert told Mojo magazine, \"My personal favorite, a weird record, almost a concept album, about the typical Ohio male and what he does - drink, watch television, eat pizza.', \" It got mixed reviews, there are people who hate it and others who think it's our best record and I'm on their side.\", ' I just love the songs.', ' It feels like one piece, like it all fits together.', ' I like the cover and I like the']], ['Robert Pollard Is Off to Business', ['Robert Pollard Is Off to Business is 10th studio album released by singer-songwriter Robert Pollard on June 2, 2008.', ' This is the first LP release from Robert Pollard\\'s new record label \"Guided by Voices Inc\".', ' All instrumentation on the album was performed by producer Todd Tobias.', ' Many of the songs on the album were over three minutes in length, which is unusual for a Pollard release.']]], 'type': 'comparison', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 4 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-12-09 17:52:42.275\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 4 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 65%|██████▌ | 326/500 [02:31<00:43, 4.01it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:52:46.362\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 17 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:52:52.933\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 10 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 66%|██████▌ | 328/500 [02:42<03:49, 1.33s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n"
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{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 66%|██████▌ | 329/500 [02:43<03:34, 1.26s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.8, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:53:02.789\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 9 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:53:02.800\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 9 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 66%|██████▌ | 331/500 [02:52<06:05, 2.16s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:53:02.890\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 9 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:53:02.916\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 9 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"\u001b[32m2025-12-09 17:53:02.918\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 9 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 67%|██████▋ | 333/500 [02:52<04:22, 1.57s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metricsmetrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
" {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:53:02.978\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 3 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:53:03.271\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 8 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 67%|██████▋ | 336/500 [02:52<02:47, 1.02s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:53:03.292\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 8 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:53:03.335\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 8 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:53:03.364\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 8 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:53:03.402\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 8 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 68%|██████▊ | 340/500 [02:53<01:37, 1.64it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:53:03.413\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 8 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:53:03.546\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 3 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 68%|██████▊ | 342/500 [02:53<01:16, 2.06it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:53:03.556\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 8 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:53:05.834\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 6 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 69%|██████▉ | 344/500 [02:55<01:41, 1.54it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0.2222222222222222, 'em': 0.0, 'acc': 1.0}\n",
"\u001b[32m2025-12-09 17:53:06.399\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 5 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 69%|██████▉ | 346/500 [02:56<01:25, 1.81it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:53:06.498\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 5 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 70%|██████▉ | 348/500 [03:02<03:07, 1.23s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 70%|██████▉ | 349/500 [03:02<02:40, 1.07s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"\u001b[32m2025-12-09 17:53:12.773\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 1 second. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 70%|███████ | 351/500 [03:02<01:53, 1.31it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.8, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0.4, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 71%|███████ | 353/500 [03:02<01:19, 1.84it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 71%|███████ | 356/500 [03:03<00:50, 2.87it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 72%|███████▏ | 358/500 [03:03<00:52, 2.69it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 72%|███████▏ | 359/500 [03:04<00:49, 2.87it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.3333333333333333, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 72%|███████▏ | 362/500 [03:04<00:32, 4.19it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0.33333333333333337, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 73%|███████▎ | 366/500 [03:04<00:19, 7.03it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0.8571428571428571, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0.5, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 74%|███████▍ | 371/500 [03:05<00:12, 9.92it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.6363636363636364, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0.6666666666666666, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 75%|███████▍ | 373/500 [03:05<00:17, 7.27it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.14285714285714288, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0.5, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 75%|███████▌ | 375/500 [03:06<00:17, 7.00it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0.6666666666666666, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0.5, 'em': 0.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 76%|███████▌ | 379/500 [03:06<00:14, 8.57it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 76%|███████▌ | 381/500 [03:09<00:52, 2.25it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0.6666666666666666, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 77%|███████▋ | 384/500 [03:09<00:36, 3.18it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 77%|███████▋ | 387/500 [03:09<00:25, 4.49it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.75, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0.6, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0.4444444444444445, 'em': 0.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 78%|███████▊ | 391/500 [03:10<00:16, 6.76it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 79%|███████▉ | 395/500 [03:11<00:20, 5.00it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0.6666666666666666, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
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]
},
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"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.5454545454545454, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0.5714285714285715, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
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]
},
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"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 81%|████████ | 405/500 [03:12<00:17, 5.50it/s]"
]
},
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"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0.3333333333333333, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
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]
},
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"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0.3076923076923077, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0.8, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0.5, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0.8, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
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]
},
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"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
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]
},
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"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.13333333333333333, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0.6666666666666666, 'em': 0.0, 'acc': 0.0}\n"
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"Evaluating workflow: 83%|████████▎ | 417/500 [03:14<00:12, 6.49it/s]"
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"metrics {'f1': 0.5, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0.6, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
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"\r",
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"metrics {'f1': 0.24000000000000002, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0.6666666666666666, 'em': 0.0, 'acc': 0.0}\n"
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"Evaluating workflow: 84%|████████▍ | 422/500 [03:15<00:13, 5.66it/s]"
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"name": "stdout",
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"text": [
"metrics {'f1': 0.3, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n"
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"\r",
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"name": "stdout",
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"metrics {'f1': 0.4, 'em': 0.0, 'acc': 0.0}\n"
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{
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"\r",
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{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
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{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 86%|████████▌ | 431/500 [03:16<00:05, 11.58it/s]"
]
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"name": "stdout",
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"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0.5, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
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"metrics {'f1': 0.2857142857142857, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n"
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"\r",
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]
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"name": "stdout",
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"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:53:41.567\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5a8b3d795542997f31a41cc1', 'answer': '!!!', 'question': 'Which band included more previously-known figures when it was formed, !!! or Puddle of Mudd?', 'supporting_facts': [['!!!', 0], ['!!!', 2], ['!!!', 3], ['Puddle of Mudd', 0], ['Puddle of Mudd', 1], ['Puddle of Mudd', 2], ['Puddle of Mudd', 3]], 'context': [['Stuck (EP)', [\"Stuck is Puddle of Mudd's debut EP.\", ' The band had played a local battle of the bands competition and won the grand prize, the chance to record an EP.', ' It was recorded at Red House in Lawrence, KS in 1993, and was released on Mudd Dog/V&R Records in 1994.', ' The MuddDog version is among the rarest collectibles in the history of Puddle of Mudd.', ' \"Stuck\" featured the original version of \"Drift and Die\", which was later included on the band\\'s 2001 \"Come Clean\" album.', ' Puddle of Mudd is currently working on re-releasing the EP.', ' The cover art for \"Stuck\" was designed by a Kansas City based graphic arts studio named \"River City Studio\" owned by Deb Turpin.', ' The invoice for designing the cover art was never paid.']], ['Come Clean (Puddle of Mudd album)', ['Come Clean is the second studio album by the rock band Puddle of Mudd.', \" Released on August 28, 2001, the album's music was responsible for breaking Puddle of Mudd into the mainstream music scene.\", ' It features the singles \"Control,\" \"Blurry,\" \"Drift & Die\" and \"She Hates Me\".', ' Various tracks were re-recorded from the band\\'s previous releases, \"Stuck\" and \"Abrasive\".', ' The album reached the Billboard 200 Albums chart peaking at #9.']], ['!!!', ['!!!', ' ( ) is an American dance-punk band that formed in Sacramento, California, United States, in 1996 by lead singer Nic Offer.', ' Members of !!!', ' came from other local bands such as The Yah Mos, Black Liquorice and Popesmashers.', ' They are currently based in New York City.', ' The band\\'s seventh album, \"Shake the Shudder\", was released in May 2017.']], ['Adam Latiff', ['Adam Latiff (born March 24, 1979) is a lead guitarist, rhythm guitarist, songwriter, and vocalist for a number bands, most notable for Puddle of Mudd.', ' He started his career in bands such as Devereux and was a touring guitar player for Eve to Adam until December 2014.', ' Latiff is the lead vocalist and lead guitarist for a national Nirvana tribute band called Heart Shaped Box, and is also the lead vocalist for Vanilla Women, which features former members of Shinedown Cold and Puddle of Mudd.']], ['Adelitas Way', ['Adelitas Way is an American hard rock band formed in Las Vegas, Nevada in 2006.', ' The band\\'s debut single \"Invincible\", broke them into the mainstream scene after the song made numerous television appearances in commercials and live sporting events.', \" As of 2017, the band has toured with notable acts such as Shinedown, Guns N' Roses, Creed, Papa Roach, Godsmack, Theory of a Deadman, Seether, Three Days Grace, Breaking Benjamin, Deftones, Puddle of Mudd, Sick Puppies, Staind, Alter Bridge, Skillet, Halestorm, Thousand Foot Krutch and others.\"]], ['She Hates Me', ['\"She Hates Me\", sometimes colloquially referred to as \"She Fucking Hates Me\", is a song by the band Puddle of Mudd.', ' It was written in 1993 and released in 2002.', ' It continued the group\\'s popularity on the \"Billboard\" Hot 100, peaking at number 13, though not as successful as the number 5 hit \"Blurry\".', ' It also topped the \"Billboard\" Hot Mainstream Rock Tracks chart for one week in October.', ' The popularity of \"She Hates Me\" made it become Puddle of Mudd\\'s second single to sell over 500,000 copies in the United States, following \"Blurry\".', \" The song peaked at number 14 in the UK Singles Chart, making it the group's third Top 20 hit and won a 2004 ASCAP Pop Music Award.\"]], ['Stoned (Puddle of Mudd song)', ['\"Stoned\" is the second single off the album \"\" by rock band Puddle of Mudd.', ' The song was available for download on iTunes and online music retail sites on December 8, 2009, and released to radio on March 8, 2010.', ' Stoned was the #1 most added track at Active Rock as soon as it impacted radio, with 60+ new stations coming aboard in a week.', ' The song was written by Puddle of Mudd front-man Wes Scantlin.']], ['Soulidium', ['Soulidium was an American hard rock band formed in Tampa, Florida, United States, in 2006, currently consisting of frontman Michael McKnight, guitarist Braeden Lane, bassist Bobby \"Fuzzy\" Farrell, and drummer Eric Dietz.', ' Under their original line-up, the band released their debut album, \"Children of Chaos\" in mid-2007.', ' The band has toured many well-known bands, including Sevendust, Alice in Chains, Limp Bizkit, Alter Bridge, Puddle of Mudd, Hellyeah, Black Light Burns and Nonpoint.', ' Numerous years after entering into a period of inactivity while attempting to release their sophomore album, initially titled \"Fly 2 the Sun, around mid-2011, it was finally released, now re-titled \"Awaken\" in late 2015.', ' As of 2017, the band is disbanded.']], ['Best of Puddle of Mudd', ['Best of Puddle of Mudd is the first \"best of\" collection from the band Puddle of Mudd.', ' It was released on November 2, 2010 as part of Universal Music Enterprises\\'s \"Icon\" Series of Compilation Albums.', ' It contains tracks from their first four major label albums.']], ['Puddle of Mudd', ['Puddle of Mudd is an American rock band formed in 1991.', ' To date, the band has sold over seven million albums and has had a string of No. 1 mainstream rock singles in the United States.', ' Their major-label debut \"Come Clean\" has sold over five million copies.', ' They have released two independent and four major albums, with their latest being \"\" in December 2009, and their most recent compilation album being \"\", released in August 2011.']]], 'type': 'comparison', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 4 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 87%|████████▋ | 434/500 [03:31<01:49, 1.67s/it]"
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"text": [
"\u001b[32m2025-12-09 17:53:41.595\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5ab28e2a5542993be8fa9947', 'answer': 'Eddie \"The Eagle\" Edwards', 'question': 'Who holds the world record for jumping over 6 buses and appeared on the British television series \"The Jump\"?', 'supporting_facts': [['The Jump', 4], ['Eddie "The Eagle" Edwards', 1]], 'context': [['Åsarna IK', ['Åsarna IK, founded in 1924, is a Swedish sports club in Åsarna.', ' The club has had many prominent competitors in cross country skiing, which is evident in the nickname of the village Åsarna, \"Guldbyn\" (golden village), which was coined after the 1988 Winter Olympics when three out of the four cmpetitors in the men\\'s relay competition came from this place.', ' Åsarna IK has also spawned prominent track and field athletes.', ' Anton Bolinder (b. 1915), who started jumping in a gravel pit in Åsarna, became the European champion in high jump in 1946 (jumping 1,99 m), and runner John Isberg broke the junior world record for 1500 m five times in the 1940s.', ' By the time of their international breakthroughs, both Bolinder and Isberg hade changed clubs to IFK Östersund.', ' Bolinder became Swedish champion twice in high jump.', ' In 2015 a book about Åsarna IK will appear.']], ['Vera Olenchenko', ['Vera Olenchenko (born March 21, 1959) is a Soviet born athlete.', ' While she was one of the best long jumpers in the world, she did not make it beyond domestic competition in the prime of her career dominated by a crop of top long jumpers including Olympic champion Tatyana Kolpakova, world record holder Galina Chistyakova, Tatyana Skachko, Yelena Belevskaya, Tatyana Rodionova, Nijolė Medvedeva, Irina Valyukevich and Larysa Berezhna.', ' Following the breakup of the Soviet Union, and the following creation of new republics, Vera was credited with the indoor long jump record for Uzbekistan, which she still holds at 6.82m.', ' While most of her contemporaries disappeared from the scene, Olenchenko continued jumping and made it to an international championship, not representing Uzbekistan but Russia at the 1997 world indoor championships.', ' Her lifetime best was 6.92 from 1985, which ranks tied for the 96th best of all time.', ' But she nearly duplicated that with a 6.90m on June 14, 1996.', ' At the time she was 37 years old and it became the new masters W35 world record.', ' While her record would last for four years before it was surpassed by Heike Drechsler, it remains the exact age 37 world record.', ' It is the only exact age record between 17 and 38 not held by the big three women of long jumping; Drechsler, Chistyakova and Jackie Joyner Kersee Four years later, Olenchenko added the W40 record.']], ['Galina Chistyakova', ['Galina Valentinovna Chistyakova (Russian: Галина Валентиновна Чистякова , Slovak: \"Galina Čisťaková\" ; born 26 July 1962) is a retired athlete who represented the Soviet Union and later Slovakia.', ' She is the current world record holder in the long jump, jumping 7.52 metres on 11 June 1988.', ' She is the 1988 Olympic bronze medallist and the 1989 World Indoor champion.', ' She is also a former world record holder (pre IAAF) in the triple jump with 14.52 metres in 1989.']], ['Kathy Bergen', ['Kathy Bergen (born December 24, 1939) is an American Masters athletics track and field athlete.', ' She is the current world record holder in the W70 100 meters and the high jump.', ' She also holds the Indoor World records for the W65 high jump, the W70 60 meters, 200 meters and high jump.', ' And she holds the American record for the W70 200 meters and the W65 high jump.', ' She is the oldest woman to break the 15 second barrier in the 100 meters and to break 32 seconds in the 200 meters.']], ['George Horine', ['George Leslie Horine (February 3, 1890 – November 28, 1948) was an American athlete who mainly competed in the high jump.', ' He is credited with developing a technique called a forerunner to the western roll, a technique he developed due to the layout of his backyard where he practiced which was considered \"backward\" at the time.', ' While on the track team at Stanford University, his technique was corrected to the more conventional jumping style of the time.', ' He equalled the NCAA record in the event at 6\\' 4\" as a sophomore.', ' His junior year, 1912, he reverted to his old style, improving to 6\\' 4\\xa03/4\" and then a world record 6\\' 6\\xa01/8\".', ' A few weeks later at the Olympic Trials, he improved again to jump 6\\' 7\" making him the first man to break the 2 m barrier.', ' It was the first high jump world record ratified by the IAAF.', ' He never improved upon his record, which stood for two years.']], ['Eddie "The Eagle" Edwards', ['Michael Edwards (born 5 December 1963), best known as \"Eddie the Eagle\", is a British skier who in 1988 became the first competitor since 1929 to represent Great Britain in Olympic ski jumping, finishing last in the 70 m and 90 m events.', ' He became the British ski jumping record holder, ninth in amateur speed skiing (106.8 mph ), and a stunt jumping world record holder for jumping over 6 buses.']], ['Pedro Pérez', ['Pedro Damián Pérez Dueñas (] ; born February 23, 1952 in Pinar del Río, Cuba) is a retired triple jumper from Cuba.', \" He set the world record in the men's triple jump event on August 5, 1971, jumping 17.40 metres, while still a 19-year-old Junior athlete, in the final of the Pan American Games.\", ' His mark was a centimeter improvement over the three-year-old record of Viktor Sanyeyev set as the last of 5 world record improvements during the 1968 Olympics emphasizing the advantage of jumping at altitude.', ' Cali, Colombia is also considered at altitude.', ' While Sanyeyev reclaimed the record at sea level in Sukhumi, the next record in succession by João Carlos de Oliveira was also set at altitude in Mexico City and lasted ten more years.']], ['Pine Mountain Jump', ['The Pine Mountain Ski Jump is one of the highest artificially created ski jumps in the world, located in Iron Mountain, Michigan, Dickinson County.', ' It is part of the Kiwanis Ski Club and hosts annual FIS Ski Jumping Continental Cup competitions.', ' \"Pine Mountain Slide is known throughout the world as one of the better jumping hills.\"', ' Annually in February, it \"hosts jumpers from around the world at the best tournament in the United States.\"', ' Top-rated foreign jumpers compete.', ' Currently (excluding ski flying hills) Pine Mountain holds the U.S. records for the longest jump in World Cup competition at 140m (459 feet), as well as the overall distance record at 143.5m (471 feet).', ' The facility also includes two smaller ski jumping hills that are built into the hill northwest of the large hill.', ' Attendance is about 20,000.']], ['The Jump', ['The Jump is a British television series that follows celebrities as they try to master various winter sports including skeleton, bobsleigh, snowskates, ski cross, and giant slalom.', ' Davina McCall and Alex Brooker presented the first series, with McCall returning for future series.', ' Brooker did not return for future series however.', ' Winter Olympic skier Graham Bell and skeleton gold medallist Amy Williams put the celebrities through training in the UK and Austria.', ' Britain\\'s first Olympic ski jumper, Eddie \"The Eagle\" Edwards, appears live on the show to demonstrate the ski jump.']], ['Cliff jumping', ['Cliff jumping is jumping off a cliff as a form of sport.', ' When done without equipment, it may be also known as tombstoning.', ' It forms part of the sport of coastal exploration or \"coasteering\".', ' When performed with a parachute, it is known as BASE jumping.', ' The world record for cliff jumping is currently held by Laso Schaller, with a jump of 58.8\\xa0m (193\\xa0ft).']]], 'type': 'bridge', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 4 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-12-09 17:53:41.667\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5aba549f554299232ef4a290', 'answer': 'a midtempo hip hop ballad', 'question': 'What kind of song did Alexander Grant produce for Eminem?', 'supporting_facts': [['Alex da Kid', 0], ['Alex da Kid', 1], ['Love the Way You Lie', 4]], 'context': [['Final Warning (song)', ['Final Warning is the second single released by the American recording artist Skylar Grey for her second studio album \"Don\\'t Look Down\".', ' The song was written by Alexander Grant and Grey, and produced by Grant.']], ['Smoke + Mirrors', ['Smoke + Mirrors is the second studio album by American rock band Imagine Dragons.', \" The album was recorded during 2014 at the band's home studio in Las Vegas, Nevada.\", \" Self-produced by members of the band along with English hip-hop producer Alexander Grant, known by his moniker Alex da Kid, the album was released by Interscope Records and Grant's KIDinaKORNER label on February 17, 2015, in the United States.\"]], ['Love the Way You Lie', ['\"Love the Way You Lie\" is a song recorded by the American rapper Eminem, featuring the Barbadian singer Rihanna, from Eminem\\'s seventh studio album \"Recovery\" (2010).', ' The singer and songwriter Skylar Grey wrote and recorded a demo of the song alongside the producer Alex da Kid when she felt she was in an abusive romantic relationship with the music industry.', ' Eminem wrote the verses and chose Rihanna to sing the chorus, resulting in a collaboration influenced by their past experiences in difficult relationships.', ' Recording sessions were held in Ferndale, Michigan, and Dublin, Ireland.', ' Backed by guitar, piano and violin, the track is a midtempo hip hop ballad with a pop refrain, sung by Rihanna, and describes two lovers who refuse to separate despite being in a dangerous love–hate relationship.']], ['Alexander Grant (Upper Canada politician)', ['Alexander Grant (20 May 1734 – 8 May 1813) was a Royal Navy officer, businessman, and politician in Upper Canada.', \" During his service with the Royal Navy Grant saw action in the Seven Years' War before becoming a naval superintendent.\", ' He then embarked on a career in the ship building industry before losing much of his wealth during the American Revolution.', ' Grant recovered, however, and rose to prominence in civil society, becoming the administrator of Upper Canada in 1805.']], ['Farewell (Rihanna song)', ['\"Farewell\" is a song by Barbadian recording artist Rihanna, from her sixth studio album \"Talk That Talk\" (2011).', ' The song was written by Ester Dean and Alexander Grant, with production helmed by Grant under his production name Alex da Kid.', ' Instrumentation consists of a piano.']], ['Alex da Kid', ['Alexander Grant (born 27 August 1982), professionally known as Alex da Kid, is a British music producer from Wood Green, London.', ' He has gained recognition for producing several hit singles for a plethora of artists in various music genres, such as Dr. Dre (\"I Need a Doctor\"), Nicki Minaj (\"Massive Attack\"), B.o.B (\"Airplanes\" featuring Hayley Williams), Eminem (\"Love the Way You Lie\" featuring Rihanna), Diddy (\"Coming Home\" with Dirty Money featuring Skylar Grey), Imagine Dragons (\"Radioactive\") and Cheryl (\"Under The Sun\").']], ['Bill Grant (curler)', ['William Alexander Grant (June 16, 1882 – April 16, 1942) was a Canadian curler.', ' He was the lead of the 1928 and 1929 Brier Champion teams (skipped by Gordon Hudson), representing Manitoba.', ' Grant was a 1975 inductee to the Canadian Curling Hall of Fame.', ' He died suddenly in 1942 while attending a curling meeting at the Fort Rouge Curling Club.']], ['Make the World Move', ['\"Make the World Move\" is a song recorded by American singer Christina Aguilera for her seventh studio album, \"Lotus\" (2012).', ' It features guest vocals from Cee Lo Green.', ' The song was written by Alexander Grant, Mike Del Rio, Candice Pillay, Jayson DeZuzio, Dwayne Abernathy and Armando Trovajoli.', ' Musically, the track is an up–tempo inspirational song, which combines dance, R&B and soul genres.', ' Lyrically, it is a positive attitude song which features horns and synthesizers as part of its instrumentation.']], ['Charles William Grant, 5th Baron de Longueuil', ['Charles William Grant was born in 1782.', ' He was the son of Captain David Alexander Grant and Marie-Charles-Joseph Le Moyne, Baronne de Longueuil.', ' He married Caroline Coffin, daughter of General John Coffin and Anne Mathews, in 1813.', ' He became a member of the Legislative Council of Lower Canada.', ' He succeeded to the title of Baron de Longueuil on 17 January 1841.', ' He died on 5 July 1848 at his residence of Aylwing House in Kingston.']], ['Sir Alexander Grant, 5th Baronet', ['Sir Alexander Grant, 5th Baronet (1 July 1705 - 1 August 1772) was prominent Scottish slave trader, active in the City of London in the mid eighteenth century.', ' As part of Grant, Oswald and Co., he owned Bunce Island in Sierra Leone.']]], 'type': 'bridge', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 4 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"\u001b[32m2025-12-09 17:53:41.698\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5add2eab5542992ae4cec4da', 'answer': 'Hong Kong', 'question': 'What is the nationality of the actor who costarred with Joe Chen and Jia Nailiang in \"Destined to Love You\"?', 'supporting_facts': [['Destined to Love You', 0], ['Bosco Wong', 0]], 'context': [['The World (film)', ['The World () is a 2004 Chinese film written and directed by Jia Zhangke.', ' Starring Jia\\'s muse, Zhao Tao, as well as Chen Taisheng, \"The World\" was filmed on and around an actual theme park located in Beijing, Beijing World Park, which recreates world landmarks at reduced scales for Chinese tourists.', ' \"The World\" was Jia\\'s first to gain official approval from the Chinese government.', ' Additionally, it was the first of his films to take place outside of his home province of Shanxi.']], ['Fated to Love You (2008 TV series)', ['Fated to Love You (), also known as \"You\\'re My Destiny\", \"Sticky Note Girl\" or \"Destiny Love\", is a 2008 Taiwanese drama starring Joe Chen, Ethan Juan, Baron Chen and Bianca Bai.', ' The series was first broadcast in Taiwan on free-to-air Taiwan Television (TTV) (台視) from 16 March 2008 to 24 August 2008, every Sunday at 22:00 and cable TV Sanlih E-Television (三立電視) from 22 March 2008 to 30 August 2008, every Saturday at 21:00.', ' It was produced by Sanlih E-Television and directed by Chen Ming Zhang () with location filming in Taiwan, Hong Kong and Shanghai.']], ['Jia Nailiang', ['Jia Nailiang (; born April 12, 1984 in Harbin, Heilongjiang) is a Chinese actor.']], ['Destined to Love You', ['Destined to Love You (Chinese: 偏偏喜欢你) is a 2015 Chinese television series created by Tong Hua and starring Joe Chen, Jia Nailiang and Bosco Wong with a special appearance by Zheng Shuang.', ' It aired on Hunan TV from 16 June to 11 July 2015.']], ['Bosco Wong', ['Bosco Wong Chung-chak (, born 13 December 1980) is a Hong Kong actor under TVB management and singer under East Asia Music.']], ['Quitting', ['Quitting () is a 2001 Chinese drama film directed by Zhang Yang, starring and based on the true life story of Jia Hongsheng.', ' Jia, an actor and former drug addict, battled his addiction to marijuana and heroin for five years from 1992 to 1997.', \" All members of the cast, from Jia and Jia's family members right down to the doctors and patients at a mental institute Jia was admitted to, are real people playing themselves.\", ' The film premiered at the Venice Film Festival on 4 September 2001 and clinched the NETPAC Award.']], ['Ying Ye 3 Jia 1', ['Ying Ye 3 Jia 1 (樱野3加1), also known as Sakurano in the Philippines, is a Taiwanese drama that airs Sunday on TTV/SETTV.', ' This drama brings back Ming Dao and Joe Chen Qiao En.']], ['High Flying Songs of Tang Dynasty', ['High Flying Songs of Tang Dynasty, also known as Da Tang Ge Fei, and originally known in Chinese as 大唐歌妃, is a Chinese television series based on the romance between the Tang dynasty singer-dancer Xu Hezi (许合子) and her lover Yin Menghe (尹梦荷), as well as a fictitious account of their involvement in the events in the reign of Emperor Xuanzong.', ' Starring Ma Su and Jia Nailiang as the couple, the series was first aired on CCTV-8 in mainland China on 20 September 2003.']], ['Dad is Back', [\"Dad is Back () is a Chinese reality-variety show that airs on ZRTG's Zhejiang Television, starring former Taiwanese boy band Fahrenheit member Wu Chun, film producer and president of Huayi Brothers film production company Zhong Lei Wang, actor Jia Nailiang, and former national gymnast Li Xiapeng.\", ' The show began airing on April 24, 2014, Thursday nights at 10:00 PM Beijing Time with 12 episodes total.']], ['Once Upon a Time in the Northeast', ['Once Upon a Time in the Northeast is a 2017 Chinese action comedy film directed by Guo Dalei and starring Jia Nailiang, Ma Li, Wang Xun, Liang Chao, Yu Yang, Qu Jingjing, Eric Tsang and Chin Shih-chieh.', ' It was released in China on 3 February 2017.']]], 'type': 'bridge', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 4 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 87%|████████▋ | 437/500 [03:31<01:12, 1.15s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-12-09 17:53:41.732\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5a8a09ff5542992d82986e6b', 'answer': '7 February 14786', 'question': 'When did the husband of William Roper bornj who was also the father of Margaret Roper?', 'supporting_facts': [['Portrait Miniature of Margaret Roper', 0], ['Portrait Miniature of Margaret Roper', 1], ['Thomas More', 0]], 'context': [['Thomas More', ['Sir Thomas More ( ; 7 February 14786 July 1535), venerated by Roman Catholics as Saint Thomas More, was an English lawyer, social philosopher, author, statesman and noted Renaissance humanist.', ' He was also a councillor to Henry VIII, and Lord High Chancellor of England from October 1529 to 16 May 1532.', ' He wrote \"Utopia\", published in 1516, about the political system of an imaginary ideal island nation.']], ['Chris Roper', ['Christopher George William Roper (born 20 May 1991) is an English cricketer.', ' Roper is a right-handed batsman who bowls right-arm fast medium pace.', ' He was born in Bristol.']], ['William Roper', ['William Roper (c. 1496 – 4 January 1578) was an English lawyer and member of Parliament.', ' The son of a Kentish gentleman, he married Margaret, daughter of Sir Thomas More.', ' He wrote a highly regarded biography of his father-in-law.']], ['Robert William Roper House', ['The Robert William Roper House is a historic house at 9 East Battery in Charleston, South Carolina.', ' It was built on land purchased by Robert W. Roper, a prominent cotton planter, in May 1838.', ' The house is an outstanding example of early 19th Century Greek Revival architecture, built on a monumental scale.', ' Although there are now two houses between the Roper House and White Point Garden to the south, at the time of its construction nothing stood between the house and the harbor beyond.', ' \"It is said that Mr. Roper intended his showcase home to be the first residence seen by visitors approaching Charleston from the sea.\"']], ['Thomas More Catholic School, Purley', ['Thomas More Catholic School is a Roman Catholic secondary school and sixth form, located in the Purley area of the London Borough of Croydon, England.', ' The Margaret Roper Primary School is located adjacent to Thomas More Catholic School.']], ['Tudor Barn, Eltham', ['The Tudor Barn is a large brick barn in Eltham in the Royal Borough of Greenwich.', ' It was built in 1525 by William Roper.', ' The Ropers lived next door in a manor house in the center of a moat for several years.', ' William married Margaret More, the daughter of Thomas More, who at the time was the lord chancellor to Henry VIII.', ' It is a Grade II* listed building (as Well Hall Art Gallery).']], ['Bill Roper (American football)', ['William Winston \"Bill\" Roper (August 22, 1880 – December 10, 1933) was an American football, basketball, and baseball player and coach.', ' He served as the head football coach at the Virginia Military Institute (1903–1904), Princeton University (1906–1908, 1910–1911, 1919–1930), the University of Missouri (1909), and Swarthmore College (1915–1916), compiling a career college football record of 112–38–18.', \" Roper's Princeton Tigers football teams of 1906, 1911, 1920, and 1922 have been recognized as national champions.\", ' His 89 wins are the most of any coach in the history of the program.', ' Roper was also the head basketball coach at Princeton for one season in 1902–03, tallying a mark of 8–7.', ' Roper played football as an end, basketball, and baseball as an outfielder at Princeton, from which he graduated in 1902.', ' He was inducted into the College Football Hall of Fame as a coach in 1951.']], ['Portrait Miniature of Margaret Roper', ['Portrait Miniature of Margaret Roper is a painting by the German artist and printmaker Hans Holbein the Younger created between 1535–36, and today held in the Metropolitan Museum of Art in New York.', ' Margaret Roper (1505–44) was the eldest child of Sir Thomas More and wife of the English biographer William Roper.', ' It is the second and less well known of two portraits of Roper painted by Holbein.', ' The first, \"Portrait of an English Woman\", is generally believed to show Roper but may depict another unknown lady of the English court.', \" The New York work was painted during the artist's second visit to London, likely in the mid-1530s.\"]], ['Russell Hill, Croydon', ['Russell Hill is an area in the London Borough of Croydon, located to the north-west of Purley.', \" It is named after former British Prime Minister John Russell, 1st Earl Russell who was President of the Warehousemen, Clerks and Drapers School which was built here in 1886; prior to this the locality was known as Beggar's Thorn or Beggar's Bush.\", ' The area is now home to Margaret Roper Catholic Primary School and Thomas More Catholic School.']], ['Margaret Roper', ['Margaret Roper (\"née\" More) (1505–1544) was an English writer and translator, and one of the most learned women of sixteenth-century England.', ' She was the daughter of Sir Thomas More and Jane Colt, who probably died in childbirth.', ' Margaret, or \"Meg\" as her father called her, was a frequent visitor during More\\'s imprisonment in the Tower of London.']]], 'type': 'bridge', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 4 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"\u001b[32m2025-12-09 17:53:41.789\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5ab488bc5542990594ba9c55', 'answer': 'Iranian-American', 'question': 'Insomniac Events is part of a partnership with a club founded by an investor of what heritage?', 'supporting_facts': [['Insomniac Events', 4], ['Sam Nazarian', 0]], 'context': [['Together as One (festival)', ['Together as One was an electronic music festival.', \" It was held on New Year's Eve in Los Angeles.\", ' It was a joint production by promoters Go Ventures and Insomniac Events through 2010, but is now promoted solely by Go Ventures.', ' Taking place in downtown Los Angeles, Together As One attracts audiences of over 40,000 dance music enthusiasts each year.']], ['Escape Halloween', ['Escape Halloween is an electronic music festival held in Southern California around Halloween.', ' It is one of Insomniac Events music festivals running annually since 2011.', ' There are Halloween walk-through mazes, themed stages, and costumed performers.', ' Genres include EDM, house, dance, electro house, drum and bass, techno, dance-punk, hardstyle, dubstep, trance, and more.', \" Previous hosted stages include: Audiotistic, Bassrush, Richie Hawtin's ENTER., and Laidback Luke's Super You & Me.\", ' The event was originally named Escape from Wonderland, but was later changed to Escape Halloween with changing themes throughout each annual festival.', ' Themes for the event are all based around horror and range from things such as Escape from Wonderland (2011) and Escape Psycho Circus (2015).']], ['Union, University & Schools Club', ['Union, University & Schools Club is a private, social club founded in 1857.', ' and based in Sydney at 25 Bent Street.', ' The Club was formed by a merger between the Union Club and the University & Schools Club in January 2007.', ' Members must be nominated and seconded and the annual membership fee is only disclosed to potential members.', ' The Club has reciprocal relationships with other like minded clubs around the world, including the Melbourne Club, the Alexandra Club in Melbourne, the Turf Club, the Garrick Club and the Athenaeum Club, London, the Hong Kong Club, the Jonathan Club in Los Angeles and the Metropolitan Club and the Lotos Club in New York.']], ['Electric Forest Festival', ['Electric Forest Festival is an eight-day, two-weekend, multi-genre event with a focus on electronic and jam band genres, held in Rothbury, Michigan, at the Double JJ Resort.', ' The original event was called Rothbury Festival, debuted in 2008, and focused on jam bands and rock bands.', ' The event was not held in 2010.', ' Electric Forest, which debuted in 2011, is co-produced by Madison House Presents and Insomniac Events.', ' The 2015 event drew an estimated 45,000 attendees.']], ['Sprite Car Club of Australia', ['The Sprite Car Club of Australia is a club founded in 1960 for owners and enthusiasts of Austin-Healey Sprites and MG Midget cars.', '[1] The club has social events and sporting programs for amateur racers.']], ['Insomniac Events', ['Insomniac Events, founded by Pasquale Rotella, is an American tour promoter focusing primarily on electronic dance music events.', ' It organizes a number of major dance music festivals, including its flagship Electric Daisy Carnival, along with other events such as Beyond Wonderland, Nocturnal Wonderland and Escape From Wonderland.', ' It jointly organized the Together as One festival with rival promoter Go Ventures prior to 2011.', ' Insomniac also organizes the \"EDMBiz\" conference (an industry event that first took place in 2012 to coincide with EDC Las Vegas, in a similar fashion to the Winter Music Conference and the Ultra Music Festival).', ' Insomniac is involved in the operation of three Los Angeles nightclubs—Create (in partnership with SBE, built on the site of the former Vanguard Hollywood), Exchange L.A. and the underground warehouse Factory 93, located at 1756 Naud Street.', ' Insomniac also organizes drum and bass and dubstep-oriented events under the brand Bassrush, hardstyle events under the brand Basscon and trance festivals under the brand Dreamstate.']], ['Todd Mission, Texas', ['Todd Mission is a city in Grimes County, Texas, United States.', ' It lies on Farm Road 1774, 50 mi northwest of Houston.', ' The population was 107 as of the 2010 census, down from 146 at the 2000 census.', ' The city is home to the Texas Renaissance Festival and Middlelands Music Festival by Insomniac Events.']], ['White Wonderland', ['White Wonderland is an electronic music festival co-organized by Insomniac Events and fellow club promoter Giant.', \" The event was first held for New Year's Eve in 2011, following the announcement that Insomniac had pulled out of co-organizing the New Year's Eve festival Together as One due to conflicts with its fellow organizer Go Ventures.\"]], ['Beyond Wonderland', ['Beyond Wonderland is an electronic dance festival organized by Insomniac Events.', ' The event has been held in various locations across the west coast including Seattle, San Bernardino, and Mountain View spanning either one or two days.']], ['Sam Nazarian', ['Sam Nazarian (born 1975) is an Iranian-American businessman, investor and philanthropist.', ' He is the Founder, Chairman and CEO of SBE Entertainment Group.']]], 'type': 'bridge', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 4 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-12-09 17:53:41.829\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5a7d3f895542995f4f402248', 'answer': 'mountain Banshee', 'question': 'Pandora- The World of Avatar includes a ride that allows guest to take flight on what animal?', 'supporting_facts': [['Pandora – The World of Avatar', 2], ['Avatar Flight of Passage', 1]], 'context': [['Take Flight, LLC', ['Take Flight, LLC is a clothing brand founded in 2008 in Portland, Oregon, United States that makes custom apparel for fans and practitioners of parkour all around the world.']], ['Fictional universe of Avatar', ['In the 2009 science fiction film \"Avatar\", director James Cameron conceived a fictional universe in which humans seek to mine unobtanium on the fictional exoplanetary moon, Pandora.', \" The Earth-like moon is inhabited by a sapient indigenous humanoid species called the Na'vi, and varied fauna and flora.\", \" Resources Development Administration (RDA) scientists, administrators, recruits, support, and security personnel travel to Pandora in the 22nd century to discover this lush world, which is inhabited by many lifeforms including the human-like Na'vi.\", ' The clan with which the humans have contact in the film \"[lives] in a giant tree that sits on a vast store of a mineral called unobtanium, which humans want as an energy supply.\"']], ['Feral chicken', ['Feral chickens are derived from domestic chickens (\"Gallus gallus domesticus\") who have returned to the wild.', ' Like the red junglefowl (the closest wild relative of domestic chickens), feral chickens will take flight and roost in tall trees and bushes in order to avoid predators at night.']], ['Smoke (donkey)', ['Smoke, also known as Smoke the Donkey, became a therapy animal for the United States Marine Corps during the Iraq War.', ' Smoke lived on Camp Taqaddum in Iraq from 2008 to 2009 among the Marines of the 1st Marine Logistics Group who were deployed there.', ' In 2011, Smoke traveled half way around the world to the United States, the only Donkey to make such a journey.', ' The process to relocate Smoke from Iraq to the United States required senior level diplomatic coordination by multiple countries, and the assistance of the Society for the Prevention of Cruelty to Animals.', ' Once in the United States, Smoke lived at Take Flight Farms in Omaha, Nebraska.']], [\"Na'vi River Journey\", ['Na\\'vi River Journey is a dark ride attraction at Disney\\'s Animal Kingdom\\'s Pandora – The World of \"Avatar\".', ' The ride takes guests through the Kasvapan River of Pandora from the 2009 film \"Avatar\", showcasing native animals and bioluminescent flora, with inclusion of Audio-animatronics.']], ['Listen to the Crows as They Take Flight', ['Listen To The Crows As They Take Flight is the fourth album by Kid Dakota.', ' It was released on October 11, 2011, by Graveface Records.']], ['Pandora – The World of Avatar', ['Pandora – The World of \"Avatar\" is a themed area inspired by James Cameron\\'s \"Avatar\", located within Disney\\'s Animal Kingdom theme park at the Walt Disney World Resort in Bay Lake, Florida, near Orlando.', ' Set a generation after the events of the \"Avatar\" films, the area is based upon the fictional exoplanetary moon, Pandora, and features Pandora\\'s floating mountains, alien wildlife, and bioluminescent plants.', ' Spanning 12 acres , Pandora – The World of \"Avatar\" includes two major attractions, \"Avatar\" Flight of Passage and Na\\'vi River Journey, as well as retail and dining outlets.']], ['Avatar Flight of Passage', ['\"Avatar\" Flight of Passage is a 3D augmented reality flying simulator attraction within Pandora – The World of \"Avatar\" at Disney\\'s Animal Kingdom which opened on May 27, 2017.', ' The attraction allows guests to take flight on a mountain Banshee and soar across the landscape of Pandora.']], ['Dreams Take Flight', ['The Dreams Take Flight program was created by a group of Air Canada employees to give a trip of a lifetime to Disney World for a day for children with special needs and/or the siblings of children with special needs.', ' It has been in operation since 1989.']], ['Kid Dakota', ['Kid Dakota is the musical moniker of Darren Jackson.', ' He started performing as \"Kid Dakota and the Tumbleweeds\" in 1998 while living in Providence, Rhode Island.', ' The name was chosen in homage to his home state of South Dakota and also as a parody of Kid Rock.', ' In the summer of 1999, Darren recorded the five songs that would appear on the So Pretty ep with long-time friend and producer, Alex Oana, at City Cabin (formerly Blackberry Way).', ' Darren moved to Minneapolis, Minnesota that winter and self-released the So Pretty ep in the spring of 2000.', \" The ep caught the attention of Alan Sparhawk, singer and guitarist for the seminal slow-core band, Low (band) and he offered to release the ep on his label, Chairkickers' Union under the condition that it be expanded into a full-length lp.\", ' The LP version of \"So Pretty\" was released in the spring of 2002 with three additional songs.', ' In 2004 his second album, \"The West is the Future\" was also released by Chairkickers.', ' It was recorded live at Seedy Underbelly in Minneapolis, MN by Alex Oana and featured Zak Sally, the bassist from Low. \"', 'A Winner\\'s Shadow,\" was released on March 11, 2008 on Graveface Records.', ' His new album, \"\\'Listen to the Crows as They Take Flight\" was released by Graveface in October 2011.']]], 'type': 'bridge', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 4 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 88%|████████▊ | 440/500 [03:31<00:48, 1.24it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-12-09 17:53:41.892\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5a778b1e55429949eeb29ee3', 'answer': 'Nashville Tribute Band', 'question': 'What band is a tribute to a band originally known as the Grizzly River Boys?', 'supporting_facts': [['Nashville Tribute Band', 0], ['Diamond Rio', 0], ['Diamond Rio', 1]], 'context': [['Tony Hiller', ['Anthony Toby \"Tony\" Hiller (born 30 July 1927) is a British songwriter.', ' He began his musical career as a member of the song and dance duo The Hiller Brothers, sharing the stage with his brother Irving.', \" The Hiller Brothers appeared with many artists of the time including Alma Cogan, Tommy Cooper, Val Doonican, Matt Monro, The Shadows, Bernard Manning, Kathy Kirby, Roger Whittaker, Rip Taylor, Gene Vincent, Lance Percival, Tessie O'Shea, Frank Ifield, Deep River Boys, The Dallas Boys, Clark Brothers, Paul Melba and Ray Burns.\"]], ['Grizzly River Run', ['Grizzly River Run is located at Disney California Adventure at the Disneyland Resort in Anaheim, California.', \" It is similar to Kali River Rapids in Disney's Animal Kingdom but distinctive as the rafts are engineered to spin as they descend chutes.\", \" The attraction's name comes from Grizzly Peak, the bear shaped mountain that the rapids flow around.\", ' It was designed by Walt Disney Imagineering and constructed by Intamin.']], ['Diamond Rio', ['Diamond Rio is an American country and Christian country music band.', ' The band was founded in 1982 as an attraction for the Opryland USA theme park in Nashville, Tennessee, and was originally known as the Grizzly River Boys, then the Tennessee River Boys.', ' It was founded by Matt Davenport, Danny Gregg, and Ty Herndon, the last of whom became a solo artist in the mid-1990s.', ' After undergoing several membership changes in its initial years, the band has consisted of the same six members since 1989: Marty Roe (lead vocals, rhythm guitar), Gene Johnson (mandolin, guitar, fiddle, tenor vocals), Jimmy Olander (lead guitar, Dobro, banjo), Brian Prout (drums), Dan Truman (keyboards, organ, synthesizer), and Dana Williams (bass guitar, baritone vocals).']], ['Nashville Tribute Band', ['The Nashville Tribute Band is a Mormon music group founded by Jason Deere and Dan Truman, the pianist of the popular country group Diamond Rio.']], ['Little Eyes', [\"Little Eyes or Little Lize (Lil' Lize) is a folksong that is popular in Cornwall, England, UK, although it originated in America.\", ' It was written by Buford Abner of the Swannee River Boys in the late 1940s or early 1950s.', ' The first known recording is from the 1950s by an American harmony group called the Delta Rhythm Boys.']], ['Richard Renaldi', ['Richard Renaldi (born 1968) is an American portrait photographer.', ' His four main books each contain portraits of people Renaldi met in public, and some landscapes, made over numerous years with an 8×10 large format view camera.', ' Renaldi\\'s books are: \"Figure and Ground\" (2006) – various people throughout the USA; \"Fall River Boys\" (2009) – young men (and some women) growing up in the post-industrial city of Fall River, Massachusetts; \"Touching Strangers\" (2014) – strangers posed by Renaldi physically touching in some way, made all over the USA; and \"Manhattan Sunday\" (2016) – LGBT people photographed between midnight and 10 am on Sundays mainly on the streets of Manhattan having left nightclubs.']], ['The Hillmen (album)', ['The Hillmen is a studio album by The Hillmen, a southern California bluegrass band originally known as The Golden State Boys.', ' The Hillmen consisted of Chris Hillman (later of The Byrds, The Flying Burrito Brothers, Manassas and The Desert Rose Band) on mandolin, country singer/songwriter Vern Gosdin on guitar and lead vocals, his brother Rex Gosdin on double bass, and Don Parmley (later of the Bluegrass Cardinals) on banjo.']], ['Buford Abner', ['James Buford Abner (November 10, 1917 - November 19, 2011) was an American songwriter, musician and singer who worked during the early days of country music, working in both secular and gospel country music genres.', ' With his brother Merle Abner, his uncle Stacy Abner, George Hughes and Billy Carrier, he was a member of the Swanee River Boys.', ' He was inducted into the Southern Gospel Music Association Hall of Fame in 2002 and the Atlanta Country Music Hall of Fame as a member of the Swanee River Boys.']], ['Darryl Braxton', ['Darryl \"Brax\" Braxton is a fictional character from the Australian soap opera \"Home and Away\", played by Steve Peacocke.', ' He made his first screen appearance during the episode broadcast on 16 February 2011.', ' The character was created and introduced along with his two brothers; Heath (Dan Ewing) and half-brother, Casey (Lincoln Younes).', ' The trio were nicknamed the River Boys and were inspired by the real life Bra Boys group.', ' When Peacocke learnt about the role of Brax, he initially thought he would not suit the part as he is from the country.', ' However, after learning more about the character, Peacocke successfully auditioned for the role.', \" Peacocke's departure was announced on 1 February 2015 and Brax made a temporary exit on 10 June 2015, before returning on 9 December.\", ' He made his final appearance on 7 June 2016.']], ['Casey Braxton', ['Casey Braxton is a fictional character from the Australian Channel Seven soap opera \"Home and Away\", played by Lincoln Younes.', ' Casey made his first on-screen appearance on 17 February 2011.', ' Younes was about to go travelling when he auditioned for the role of Casey.', ' He changed his plans upon winning the role.', ' In late 2010 the Seven Network began airing trailers for a new trio of characters known as \"The River Boys\".', ' The trio consist of Casey and his older half-brothers Darryl (Steve Peacocke) and Heath Braxton (Dan Ewing).', ' The River Boys arrive in Summer Bay from neighbouring town Mangrove River.', ' Casey is characterised as being a \"modern day \"Rebel Without a Cause\"\"; who is intelligent and unsure about what he wants out of life.', ' Younes has described him as the \"epitome of teenage angst\".', \" The River Boys cause trouble in Summer Bay and producers were inspired by Koby Abberton's Bra Boys in the creation process.\", ' Casey is portrayed as wanting to distance himself from their bad reputation; but his anger issues often mar his attempts.']]], 'type': 'bridge', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 4 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"\u001b[32m2025-12-09 17:53:42.213\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 12 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:53:45.904\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 8 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 89%|████████▊ | 443/500 [03:35<00:55, 1.03it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:53:46.083\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 17 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 89%|████████▉ | 445/500 [03:36<00:47, 1.17it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:53:53.877\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 9 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:53:53.883\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 9 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 89%|████████▉ | 447/500 [03:43<01:20, 1.51s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:53:53.922\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 9 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:53:53.933\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 12 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:53:53.970\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 12 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:53:53.983\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 17 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:53:54.142\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 12 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 90%|█████████ | 452/500 [03:43<00:39, 1.20it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:53:54.265\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 17 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:53:54.383\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 11 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 91%|█████████ | 454/500 [03:44<00:31, 1.47it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:54:02.866\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 9 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:54:02.924\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 9 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 91%|█████████ | 456/500 [03:52<01:06, 1.51s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:54:03.229\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 8 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 91%|█████████▏| 457/500 [03:52<00:57, 1.34s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:54:03.745\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 8 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 92%|█████████▏| 458/500 [03:53<00:50, 1.20s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:54:05.359\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 6 seconds. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 92%|█████████▏| 460/500 [03:55<00:41, 1.04s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0.6666666666666666, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:54:11.139\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 1 second. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 92%|█████████▏| 461/500 [04:00<01:22, 2.12s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:54:11.365\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mevoagentx.evaluators.evaluator\u001b[0m:\u001b[36m_evaluate_single_example\u001b[0m:\u001b[36m205\u001b[0m - \u001b[33m\u001b[1mError evaluating example and set the metrics to None:\n",
"Example: {'_id': '5a7782b95542995d8318117f', 'answer': 'Travelers', 'question': 'What insurance company sponsored the Curling Skins Game in 2014?', 'supporting_facts': [['2014 Travelers All-Star Curling Skins Game', 0], ['The Travelers Companies', 0]], 'context': [['The Travelers Companies', ['The Travelers Companies, Inc. is an American insurance company.', ' It is the second largest writer of U.S. commercial property casualty insurance and the third largest writer of U.S. personal insurance through independent agents.', ' Travelers is incorporated in Minnesota, with headquarters in New York City and its largest office in Hartford, Connecticut.', ' Travelers also maintains a large office in St. Paul, Minnesota.', ' It has been a component of the Dow Jones Industrial Average since June 8, 2009.']], [\"2017 Pinty's All-Star Curling Skins Game\", [\"The 2017 Pinty's All-Star Curling Skins Game was held from February 3 to 5 at The Fenlands Banff Recreation Centre in Banff, Alberta.\"]], ['2007 Casino Rama Curling Skins Game', ['The 2007 Casino Rama Curling Skins Game on TSN was held on December 8th and 9th at the Casino Rama Entertainment Centre in Rama, Ontario.', ' It was the first TSN Skins Game put on since it was put on hiatus in 2004.', ' The total purse for the event was CAD$100,000.']], ['2010 Casino Rama Curling Skins Game', ['The 2010 Casino Rama Curling Skins Game on TSN was held on January 16th and 17th at the Casino Rama Entertainment Centre in Rama, Ontario.', ' The total purse for the event was CAD$100,000.']], ['2013 The Dominion All-Star Curling Skins Game', ['The 2013 Dominion All-Star Curling Skins Game was held from January 19 to 20 at the Casino Rama Entertainment Centre in Rama, Ontario.', ' The total purse for the event was CAD$100,000.']], ['2012 Casino Rama Curling Skins Game', ['The 2012 Casino Rama Curling Skins Game on TSN was held on January 7 and 8 at the Casino Rama Entertainment Centre in Rama, Ontario.', ' The total purse for the event was CAD$75,000.']], ['2009 Casino Rama Curling Skins Game', ['The 2009 Casino Rama Curling Skins Game on TSN was held on January 10th and 11th at the Casino Rama Entertainment Centre in Rama, Ontario.', ' The total purse for the event was CAD$ 100,000.']], [\"2015 Pinty's All-Star Curling Skins Game\", [\"The 2015 Pinty's All-Star Curling Skins Game was held from January 16 to 18 at The Fenlands Banff Recreation Centre in Banff, Alberta.\"]], ['TSN Skins Game', ['The TSN Curling Skins Game is an annual curling bonspiel hosted by The Sports Network. \"', 'Skins\" curling had been developed as a way to make curling more interesting on TV during the time before the free guard zone rule was implemented.', ' The bonspiel was held annually from 1986 to 2004 before being revived as the Casino Rama Curling Skins Game in 2007.', \" In 2013, Dominion of Canada took over naming rights to the event, which also shifted into an all-star format featuring teams of top Canadian curling players, but the format reverted to the original format in 2015, when Pinty's acquired the naming rights to the event.\"]], ['2014 Travelers All-Star Curling Skins Game', ['The 2014 Travelers All-Star Curling Skins Game was held on January 11 and 12 at The Fenlands Banff Recreation Centre in Banff, Alberta.', ' The total purse for the event was CAD$100,000.']]], 'type': 'bridge', 'level': 'hard'}\n",
"Error: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 1 second. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 92%|█████████▏| 462/500 [04:00<01:02, 1.64s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-12-09 17:54:12.416\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 1 second. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 93%|█████████▎| 463/500 [04:02<00:54, 1.49s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"\u001b[32m2025-12-09 17:54:12.524\u001b[0m | \u001b[31m\u001b[1mERROR \u001b[0m | \u001b[36mevoagentx.workflow.workflow\u001b[0m:\u001b[36masync_execute\u001b[0m:\u001b[36m104\u001b[0m - \u001b[31m\u001b[1mAn Error occurs when executing the workflow: Error during single_generate_async: litellm.RateLimitError: AzureException RateLimitError - Your requests to gpt-4o-mini for gpt-4o-mini in East US have exceeded the token rate limit for your current AIServices S0 pricing tier. This request was for ChatCompletions_Create under Azure OpenAI API version 2025-01-01-preview. Please retry after 1 second. To increase your default rate limit, visit: https://aka.ms/oai/quotaincrease.\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 93%|█████████▎| 464/500 [04:02<00:39, 1.11s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 93%|█████████▎| 465/500 [04:02<00:29, 1.17it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 94%|█████████▎| 468/500 [04:02<00:14, 2.20it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.2857142857142857, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 94%|█████████▍| 470/500 [04:02<00:08, 3.36it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 95%|█████████▍| 473/500 [04:03<00:04, 5.53it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.4, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 95%|█████████▌| 477/500 [04:03<00:02, 9.24it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.5, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 96%|█████████▌| 479/500 [04:03<00:02, 7.93it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.4444444444444445, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n",
"metrics {'f1': 0.5263157894736842, 'em': 0.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 96%|█████████▌| 481/500 [04:04<00:04, 4.06it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 97%|█████████▋| 483/500 [04:05<00:04, 4.15it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.47619047619047616, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0.8, 'em': 0.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 97%|█████████▋| 487/500 [04:05<00:01, 7.98it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.33333333333333337, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 0.6666666666666666, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0.375, 'em': 0.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 98%|█████████▊| 489/500 [04:05<00:01, 9.27it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 0.0}\n",
"metrics {'f1': 0.1, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0.5714285714285715, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 98%|█████████▊| 491/500 [04:05<00:01, 8.64it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.28571428571428575, 'em': 0.0, 'acc': 0.0}\n",
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 99%|█████████▊| 493/500 [04:06<00:01, 5.83it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.33333333333333337, 'em': 0.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 99%|█████████▉| 494/500 [04:07<00:01, 3.89it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.05555555555555556, 'em': 0.0, 'acc': 1.0}\n",
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 99%|█████████▉| 496/500 [04:07<00:00, 4.73it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.6666666666666666, 'em': 0.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 99%|█████████▉| 497/500 [04:07<00:00, 4.73it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 100%|█████████▉| 498/500 [04:08<00:00, 3.79it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 1.0, 'em': 1.0, 'acc': 1.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"Evaluating workflow: 100%|█████████▉| 499/500 [04:09<00:00, 2.13it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0.8, 'em': 0.0, 'acc': 0.0}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 100%|██████████| 500/500 [04:11<00:00, 1.99it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"metrics {'f1': 0, 'em': 0.0, 'acc': 0.0}\n",
"Evaluation metrics: {'f1': 0.51540291362048, 'em': 0.37553648068669526, 'acc': 0.5643776824034334}\n",
"\u001b[32m2025-12-09 17:54:21.792\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.workflow.workflow_graph\u001b[0m:\u001b[36msave_module\u001b[0m:\u001b[36m1201\u001b[0m - \u001b[1mSaving SEWWorkFlowGraph to debug/optimized_sew_workflow_update_correct_round20_step20_gpt4omini_optzall.json\u001b[0m\n",
"\u001b[32m2025-12-09 17:54:21.793\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.utils.utils\u001b[0m:\u001b[36mmake_parent_folder\u001b[0m:\u001b[36m19\u001b[0m - \u001b[1mcreating folder debug ...\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"# obtain SEWOptimizer after having more roles\n",
"optimizer = SEWOptimizer(\n",
" graph=sew_graph, \n",
" evaluator=evaluator, \n",
" llm=llm, \n",
" max_steps=20,\n",
" eval_rounds=1, \n",
" repr_scheme=\"python\", \n",
" optimize_mode=\"all\", \n",
" order=\"zero-order\",\n",
" max_rounds=20,\n",
")\n",
"\n",
"# with suppress_logger_info():\n",
"# metrics = optimizer.evaluate(dataset=humaneval, eval_mode=\"test\")\n",
"# print(\"Evaluation metrics: \", metrics)\n",
"\n",
"# optimize the SEW workflow\n",
"optimizer.optimize(dataset=benchmark)\n",
"\n",
"# evaluate the optimized SEW workflow\n",
"with suppress_logger_info():\n",
" metrics = optimizer.evaluate(dataset=benchmark, eval_mode=\"test\")\n",
"print(\"Evaluation metrics: \", metrics)\n",
"\n",
"# save the optimized SEW workflow\n",
"optimizer.save(\"debug/optimized_sew_workflow_update_correct_round20_step20_gpt4omini_optzall.json\")"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "c5f272e3",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'f1': 0.51540291362048, 'em': 0.37553648068669526, 'acc': 0.5643776824034334}"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"metrics"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "463adce5",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "ef22fab8",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 8,
"id": "3fb7cfa7",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 100%|██████████| 132/132 [05:02<00:00, 2.29s/it]\n",
"Evaluating workflow: 100%|██████████| 132/132 [05:37<00:00, 2.56s/it]\n",
"Evaluating workflow: 100%|██████████| 132/132 [05:37<00:00, 2.56s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Evaluation metrics: {'pass@1': 0.7626262626262627}\n",
"\u001b[32m2025-10-05 21:44:56.774\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m678\u001b[0m - \u001b[1mOptimizing the SEWWorkFlowGraph workflow with python representation.\u001b[0m\n",
"\u001b[32m2025-10-05 21:44:56.775\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m682\u001b[0m - \u001b[1mRun initial evaluation on the original workflow ...\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n",
"Evaluating workflow: 100%|██████████| 32/32 [01:41<00:00, 3.18s/it]\n",
"Evaluating workflow: 100%|██████████| 32/32 [01:22<00:00, 2.59s/it]\n",
"Evaluating workflow: 100%|██████████| 32/32 [01:28<00:00, 2.77s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-10-05 21:49:30.151\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m685\u001b[0m - \u001b[1mInitial metrics: {'pass@1': 0.7083333333333334}\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-10-05 21:49:44.350\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.964 | Total tokens: 3657673 | Current cost: $0.000 | Current tokens: 703\u001b[0m\n",
"\u001b[32m2025-10-05 21:49:46.339\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.965 | Total tokens: 3658553 | Current cost: $0.000 | Current tokens: 880\u001b[0m\n",
"{\"class_name\": \"SequentialWorkFlowGraph\", \"goal\": \"A general workflow for coding tasks.\", \"nodes\": [{\"class_name\": \"WorkFlowNode\", \"name\": \"task_parsing\", \"description\": \"Parse the user's input coding question into a detailed task description.\", \"inputs\": [{\"class_name\": \"Parameter\", \"name\": \"question\", \"type\": \"string\", \"description\": \"The description of the programming task.\", \"required\": true}], \"outputs\": [{\"class_name\": \"Parameter\", \"name\": \"parsed_task\", \"type\": \"string\", \"description\": \"A detailed summary of the task including scope, requirements, and constraints.\", \"required\": true}], \"agents\": [{\"name\": \"TaskParsingAgent\", \"description\": \"Parse the user's input coding question into a detailed task description.\", \"prompt\": \"{question}\", \"prompt_template\": null, \"system_prompt\": \"You are an expert in understanding programming tasks. Please analyze the user's question and provide a clear, detailed summary.\", \"inputs\": [{\"name\": \"question\", \"type\": \"string\", \"description\": \"The description of the programming task.\", \"required\": true}], \"outputs\": [{\"name\": \"parsed_task\", \"type\": \"string\", \"description\": \"A detailed summary of the task including scope, requirements, and constraints.\", \"required\": true}], \"output_parser\": null, \"parse_mode\": \"str\", \"parse_func\": null, \"parse_title\": null, \"tool_names\": null}], \"status\": \"pending\"}, {\"class_name\": \"WorkFlowNode\", \"name\": \"task_validation\", \"description\": \"Validate the parsed task for completeness and feasibility.\", \"inputs\": [{\"class_name\": \"Parameter\", \"name\": \"parsed_task\", \"type\": \"string\", \"description\": \"The description of the programming task.\", \"required\": true}], \"outputs\": [{\"class_name\": \"Parameter\", \"name\": \"is_valid\", \"type\": \"boolean\", \"description\": \"Indicates whether the task is valid (true) or not (false).\", \"required\": true}, {\"class_name\": \"Parameter\", \"name\": \"validation_feedback\", \"type\": \"string\", \"description\": \"Feedback on the validation results, if any issues were found.\", \"required\": false}], \"agents\": [{\"name\": \"TaskValidationAgent\", \"description\": \"Validate the parsed task for completeness and feasibility.\", \"prompt\": \"{parsed_task}\", \"prompt_template\": null, \"system_prompt\": \"Assess the parsed task for clarity, completeness, and whether it can be feasibly implemented.\", \"inputs\": [{\"name\": \"parsed_task\", \"type\": \"string\", \"description\": \"The description of the programming task.\", \"required\": true}], \"outputs\": [{\"name\": \"is_valid\", \"type\": \"boolean\", \"description\": \"Indicates whether the task is valid (true) or not (false).\", \"required\": true}, {\"name\": \"validation_feedback\", \"type\": \"string\", \"description\": \"Feedback on the validation results, if any issues were found.\", \"required\": false}], \"output_parser\": null, \"parse_mode\": \"str\", \"parse_func\": null, \"parse_title\": null, \"tool_names\": null}], \"status\": \"pending\"}, {\"class_name\": \"WorkFlowNode\", \"name\": \"code_generator\", \"description\": \"Generate code for solving the validated input question.\", \"inputs\": [{\"class_name\": \"Parameter\", \"name\": \"parsed_task\", \"type\": \"string\", \"description\": \"The validated and detailed description of the programming task.\", \"required\": true}], \"outputs\": [{\"class_name\": \"Parameter\", \"name\": \"code\", \"type\": \"string\", \"description\": \"The generated code to solve the programming task.\", \"required\": true}, {\"class_name\": \"Parameter\", \"name\": \"explanation\", \"type\": \"string\", \"description\": \"An explanation of the generated code and how it addresses the task.\", \"required\": true}], \"agents\": [{\"name\": \"CodeGeneratorAgent\", \"description\": \"Generate code for solving the validated input question.\", \"prompt\": \"{parsed_task}\", \"prompt_template\": null, \"system_prompt\": \"Create code based on the provided task description and include an explanation of how the code meets the requirements.\", \"inputs\": [{\"name\": \"parsed_task\", \"type\": \"string\", \"description\": \"The validated and detailed description of the programming task.\", \"required\": true}], \"outputs\": [{\"name\": \"code\", \"type\": \"string\", \"description\": \"The generated code to solve the programming task.\", \"required\": true}, {\"name\": \"explanation\", \"type\": \"string\", \"description\": \"An explanation of the generated code and how it addresses the task.\", \"required\": true}], \"output_parser\": null, \"parse_mode\": \"str\", \"parse_func\": null, \"parse_title\": null, \"tool_names\": null}], \"status\": \"pending\"}], \"edges\": [{\"class_name\": \"WorkFlowEdge\", \"source\": \"task_parsing\", \"target\": \"task_validation\", \"priority\": 0}, {\"class_name\": \"WorkFlowEdge\", \"source\": \"task_parsing\", \"target\": \"code_generator\", \"priority\": 0}], \"graph\": \"\"}\n",
"\u001b[32m2025-10-05 21:49:46.341\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m694\u001b[0m - \u001b[1mEvaluate the workflow at step 1 ...\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 100%|██████████| 32/32 [01:25<00:00, 2.66s/it]\n",
"Evaluating workflow: 100%|██████████| 32/32 [01:26<00:00, 2.69s/it]\n",
"Evaluating workflow: 100%|██████████| 32/32 [01:25<00:00, 2.67s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-10-05 21:54:03.391\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m697\u001b[0m - \u001b[1mStep 1 metrics: {'pass@1': 0.7604166666666666}\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
},
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"output_type": "stream",
"text": [
"\u001b[32m2025-10-05 21:54:11.348\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $1.150 | Total tokens: 4359549 | Current cost: $0.000 | Current tokens: 741\u001b[0m\n",
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"\u001b[32m2025-10-05 22:11:06.659\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $1.888 | Total tokens: 7153893 | Current cost: $0.000 | Current tokens: 692\u001b[0m\n",
"\u001b[32m2025-10-05 22:11:08.322\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $1.888 | Total tokens: 7154757 | Current cost: $0.000 | Current tokens: 864\u001b[0m\n",
"{\"class_name\": \"SequentialWorkFlowGraph\", \"goal\": \"A general workflow for coding tasks.\", \"nodes\": [{\"class_name\": \"WorkFlowNode\", \"name\": \"task_parsing\", \"description\": \"Parse the user's input coding question into a detailed task description.\", \"inputs\": [{\"class_name\": \"Parameter\", \"name\": \"question\", \"type\": \"string\", \"description\": \"The description of the programming task.\", \"required\": true}], \"outputs\": [{\"class_name\": \"Parameter\", \"name\": \"parsed_task\", \"type\": \"string\", \"description\": \"A detailed summary of the task including scope, requirements, and constraints.\", \"required\": true}], \"agents\": [{\"name\": \"TaskParsingAgent\", \"description\": \"Parse the user's input coding question into a detailed task description.\", \"prompt\": \"{question}\", \"prompt_template\": null, \"system_prompt\": \"You are an expert in understanding programming tasks. Please analyze the user's question and provide a clear, detailed summary.\", \"inputs\": [{\"name\": \"question\", \"type\": \"string\", \"description\": \"The description of the programming task.\", \"required\": true}], \"outputs\": [{\"name\": \"parsed_task\", \"type\": \"string\", \"description\": \"A detailed summary of the task including scope, requirements, and constraints.\", \"required\": true}], \"output_parser\": null, \"parse_mode\": \"str\", \"parse_func\": null, \"parse_title\": null, \"tool_names\": null}], \"status\": \"pending\"}, {\"class_name\": \"WorkFlowNode\", \"name\": \"task_validation\", \"description\": \"Validate the parsed task for completeness and feasibility.\", \"inputs\": [{\"class_name\": \"Parameter\", \"name\": \"parsed_task\", \"type\": \"string\", \"description\": \"The description of the programming task.\", \"required\": true}], \"outputs\": [{\"class_name\": \"Parameter\", \"name\": \"is_valid\", \"type\": \"boolean\", \"description\": \"Indicates whether the task is valid (true) or not (false).\", \"required\": true}, {\"class_name\": \"Parameter\", \"name\": \"validation_feedback\", \"type\": \"string\", \"description\": \"Feedback on the validation results, if any issues were found.\", \"required\": false}], \"agents\": [{\"name\": \"TaskValidationAgent\", \"description\": \"Validate the parsed task for completeness and feasibility.\", \"prompt\": \"{parsed_task}\", \"prompt_template\": null, \"system_prompt\": \"Assess the parsed task for clarity, completeness, and whether it can be feasibly implemented.\", \"inputs\": [{\"name\": \"parsed_task\", \"type\": \"string\", \"description\": \"The description of the programming task.\", \"required\": true}], \"outputs\": [{\"name\": \"is_valid\", \"type\": \"boolean\", \"description\": \"Indicates whether the task is valid (true) or not (false).\", \"required\": true}, {\"name\": \"validation_feedback\", \"type\": \"string\", \"description\": \"Feedback on the validation results, if any issues were found.\", \"required\": false}], \"output_parser\": null, \"parse_mode\": \"str\", \"parse_func\": null, \"parse_title\": null, \"tool_names\": null}], \"status\": \"pending\"}, {\"class_name\": \"WorkFlowNode\", \"name\": \"code_generator\", \"description\": \"Generate code for solving the validated input question.\", \"inputs\": [{\"class_name\": \"Parameter\", \"name\": \"parsed_task\", \"type\": \"string\", \"description\": \"The validated and detailed description of the programming task.\", \"required\": true}], \"outputs\": [{\"class_name\": \"Parameter\", \"name\": \"code\", \"type\": \"string\", \"description\": \"The generated code to solve the programming task.\", \"required\": true}, {\"class_name\": \"Parameter\", \"name\": \"explanation\", \"type\": \"string\", \"description\": \"An explanation of the generated code and how it addresses the task.\", \"required\": true}], \"agents\": [{\"name\": \"CodeGeneratorAgent\", \"description\": \"Generate code for solving the validated input question.\", \"prompt\": \"{parsed_task}\", \"prompt_template\": null, \"system_prompt\": \"Create code based on the provided task description and include an explanation of how the code meets the requirements.\", \"inputs\": [{\"name\": \"parsed_task\", \"type\": \"string\", \"description\": \"The validated and detailed description of the programming task.\", \"required\": true}], \"outputs\": [{\"name\": \"code\", \"type\": \"string\", \"description\": \"The generated code to solve the programming task.\", \"required\": true}, {\"name\": \"explanation\", \"type\": \"string\", \"description\": \"An explanation of the generated code and how it addresses the task.\", \"required\": true}], \"output_parser\": null, \"parse_mode\": \"str\", \"parse_func\": null, \"parse_title\": null, \"tool_names\": null}], \"status\": \"pending\"}], \"edges\": [{\"class_name\": \"WorkFlowEdge\", \"source\": \"task_parsing\", \"target\": \"task_validation\", \"priority\": 0}, {\"class_name\": \"WorkFlowEdge\", \"source\": \"task_parsing\", \"target\": \"code_generator\", \"priority\": 0}], \"graph\": \"\"}\n",
"\u001b[32m2025-10-05 22:11:08.324\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m694\u001b[0m - \u001b[1mEvaluate the workflow at step 6 ...\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 100%|██████████| 32/32 [01:29<00:00, 2.79s/it]\n",
"Evaluating workflow: 100%|██████████| 32/32 [01:21<00:00, 2.53s/it]\n",
"Evaluating workflow: 100%|██████████| 32/32 [01:18<00:00, 2.44s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-10-05 22:15:17.347\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m697\u001b[0m - \u001b[1mStep 6 metrics: {'pass@1': 0.625}\u001b[0m\n",
"\u001b[32m2025-10-05 22:15:17.347\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36mconvergence_check\u001b[0m:\u001b[36m919\u001b[0m - \u001b[1mEarly stopping triggered: No improvement for 5 iterations\u001b[0m\n",
"\u001b[32m2025-10-05 22:15:17.348\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m703\u001b[0m - \u001b[1mConvergence check passed at step 6. Stop the optimization.\u001b[0m\n",
"\u001b[32m2025-10-05 22:15:17.348\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m710\u001b[0m - \u001b[1mRestore the best graph from the snapshot ...\u001b[0m\n",
"\u001b[32m2025-10-05 22:15:17.348\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36mrestore_best_graph\u001b[0m:\u001b[36m814\u001b[0m - \u001b[1mRestore the best graph from snapshot with metrics {'pass@1': 0.7604166666666666} ...\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n",
"Evaluating workflow: 100%|██████████| 132/132 [04:19<00:00, 1.96s/it]\n",
"Evaluating workflow: 100%|██████████| 132/132 [04:00<00:00, 1.82s/it]\n",
"Evaluating workflow: 100%|██████████| 132/132 [04:06<00:00, 1.86s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Evaluation metrics: {'pass@1': 0.7904040404040403}\n",
"\u001b[32m2025-10-05 22:27:43.777\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.workflow.workflow_graph\u001b[0m:\u001b[36msave_module\u001b[0m:\u001b[36m1200\u001b[0m - \u001b[1mSaving SequentialWorkFlowGraph to debug/optimized_sew_workflow_update_correct_round20_gpt4omini_default.json\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"# obtain SEWOptimizer after having more roles\n",
"optimizer = SEWOptimizer(\n",
" graph=sew_graph, \n",
" evaluator=evaluator, \n",
" llm=llm, \n",
" max_steps=10,\n",
" eval_rounds=3, \n",
" repr_scheme=\"python\", \n",
" optimize_mode=\"structure\", \n",
" order=\"zero-order\",\n",
" max_rounds=20,\n",
")\n",
"\n",
"with suppress_logger_info():\n",
" metrics = optimizer.evaluate(dataset=humaneval, eval_mode=\"test\")\n",
"print(\"Evaluation metrics: \", metrics)\n",
"\n",
"# optimize the SEW workflow\n",
"optimizer.optimize(dataset=humaneval)\n",
"\n",
"# evaluate the optimized SEW workflow\n",
"with suppress_logger_info():\n",
" metrics = optimizer.evaluate(dataset=humaneval, eval_mode=\"test\")\n",
"print(\"Evaluation metrics: \", metrics)\n",
"\n",
"# save the optimized SEW workflow\n",
"optimizer.save(\"debug/optimized_sew_workflow_update_correct_round20_gpt4omini_default.json\")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "ebed409f",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"[WorkFlowEdge(class_name='WorkFlowEdge', source='task_parsing', target='task_validation', priority=0),\n",
" WorkFlowEdge(class_name='WorkFlowEdge', source='task_parsing', target='code_generator', priority=0)]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sew_graph.edges"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "251e39d7",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_116403/1151448467.py:1: PydanticDeprecatedSince20: The `dict` method is deprecated; use `model_dump` instead. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.11/migration/\n",
" optimizer._select_graph_with_highest_score().dict()['edges']\n"
]
},
{
"data": {
"text/plain": [
"[{'class_name': 'WorkFlowEdge',\n",
" 'source': 'task_parsing',\n",
" 'target': 'task_validation',\n",
" 'priority': 0},\n",
" {'class_name': 'WorkFlowEdge',\n",
" 'source': 'task_parsing',\n",
" 'target': 'code_generator',\n",
" 'priority': 0}]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"optimizer._select_graph_with_highest_score().dict()['edges']"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "ae3cac43",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_116403/3781994321.py:1: PydanticDeprecatedSince20: The `dict` method is deprecated; use `model_dump` instead. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.11/migration/\n",
" optimizer.dict()['graph']['edges']\n"
]
},
{
"data": {
"text/plain": [
"[{'class_name': 'WorkFlowEdge',\n",
" 'source': 'task_parsing',\n",
" 'target': 'task_validation',\n",
" 'priority': 0},\n",
" {'class_name': 'WorkFlowEdge',\n",
" 'source': 'task_parsing',\n",
" 'target': 'code_generator',\n",
" 'priority': 0}]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"optimizer.dict()['graph']['edges']"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "947cf0e3",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 100%|██████████| 132/132 [01:40<00:00, 1.31it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Evaluation metrics: {'pass@1': 0.8560606060606061}\n",
"\u001b[32m2025-10-03 22:45:35.891\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m678\u001b[0m - \u001b[1mOptimizing the SEWWorkFlowGraph workflow with python representation.\u001b[0m\n",
"\u001b[32m2025-10-03 22:45:35.891\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m682\u001b[0m - \u001b[1mRun initial evaluation on the original workflow ...\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n",
"Evaluating workflow: 100%|██████████| 32/32 [00:40<00:00, 1.27s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-10-03 22:46:16.562\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m685\u001b[0m - \u001b[1mInitial metrics: {'pass@1': 0.75}\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-10-03 22:46:24.232\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.180 | Total tokens: 721096 | Current cost: $0.000 | Current tokens: 472\u001b[0m\n",
"\u001b[32m2025-10-03 22:46:25.091\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.180 | Total tokens: 721682 | Current cost: $0.000 | Current tokens: 586\u001b[0m\n",
"\u001b[32m2025-10-03 22:46:32.923\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.180 | Total tokens: 722439 | Current cost: $0.000 | Current tokens: 757\u001b[0m\n",
"\u001b[32m2025-10-03 22:46:38.430\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.181 | Total tokens: 724295 | Current cost: $0.000 | Current tokens: 1856\u001b[0m\n",
"\u001b[32m2025-10-03 22:46:38.431\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m694\u001b[0m - \u001b[1mEvaluate the workflow at step 1 ...\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 100%|██████████| 32/32 [00:31<00:00, 1.02it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-10-03 22:47:09.839\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m697\u001b[0m - \u001b[1mStep 1 metrics: {'pass@1': 0.78125}\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-10-03 22:47:18.652\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.214 | Total tokens: 859429 | Current cost: $0.000 | Current tokens: 729\u001b[0m\n",
"\u001b[32m2025-10-03 22:47:19.453\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.214 | Total tokens: 860309 | Current cost: $0.000 | Current tokens: 880\u001b[0m\n",
"\u001b[32m2025-10-03 22:47:26.118\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.214 | Total tokens: 860802 | Current cost: $0.000 | Current tokens: 493\u001b[0m\n",
"\u001b[32m2025-10-03 22:47:33.683\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.215 | Total tokens: 862379 | Current cost: $0.000 | Current tokens: 1577\u001b[0m\n",
"\u001b[32m2025-10-03 22:47:33.684\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m694\u001b[0m - \u001b[1mEvaluate the workflow at step 2 ...\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 100%|██████████| 32/32 [00:28<00:00, 1.12it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-10-03 22:48:02.363\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m697\u001b[0m - \u001b[1mStep 2 metrics: {'pass@1': 0.75}\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-10-03 22:48:08.784\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.248 | Total tokens: 998112 | Current cost: $0.000 | Current tokens: 492\u001b[0m\n",
"\u001b[32m2025-10-03 22:48:09.626\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.248 | Total tokens: 998761 | Current cost: $0.000 | Current tokens: 649\u001b[0m\n",
"\u001b[32m2025-10-03 22:48:13.762\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.249 | Total tokens: 999156 | Current cost: $0.000 | Current tokens: 395\u001b[0m\n",
"\u001b[32m2025-10-03 22:48:21.584\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.249 | Total tokens: 1000631 | Current cost: $0.000 | Current tokens: 1475\u001b[0m\n",
"\u001b[32m2025-10-03 22:48:21.585\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m694\u001b[0m - \u001b[1mEvaluate the workflow at step 3 ...\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 100%|██████████| 32/32 [00:29<00:00, 1.10it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-10-03 22:48:50.827\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m697\u001b[0m - \u001b[1mStep 3 metrics: {'pass@1': 0.71875}\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-10-03 22:48:56.548\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.283 | Total tokens: 1136738 | Current cost: $0.000 | Current tokens: 480\u001b[0m\n",
"\u001b[32m2025-10-03 22:48:57.253\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.283 | Total tokens: 1137368 | Current cost: $0.000 | Current tokens: 630\u001b[0m\n",
"\u001b[32m2025-10-03 22:49:08.383\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.283 | Total tokens: 1138137 | Current cost: $0.000 | Current tokens: 769\u001b[0m\n",
"\u001b[32m2025-10-03 22:49:13.642\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.284 | Total tokens: 1139989 | Current cost: $0.000 | Current tokens: 1852\u001b[0m\n",
"\u001b[32m2025-10-03 22:49:13.642\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m694\u001b[0m - \u001b[1mEvaluate the workflow at step 4 ...\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 100%|██████████| 32/32 [00:31<00:00, 1.00it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-10-03 22:49:45.746\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m697\u001b[0m - \u001b[1mStep 4 metrics: {'pass@1': 0.75}\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
},
{
"name": "stdout",
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"text": [
"\u001b[32m2025-10-03 22:49:50.713\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.317 | Total tokens: 1275227 | Current cost: $0.000 | Current tokens: 471\u001b[0m\n",
"\u001b[32m2025-10-03 22:49:51.467\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.317 | Total tokens: 1275850 | Current cost: $0.000 | Current tokens: 623\u001b[0m\n",
"\u001b[32m2025-10-03 22:50:00.026\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.318 | Total tokens: 1276516 | Current cost: $0.000 | Current tokens: 666\u001b[0m\n",
"\u001b[32m2025-10-03 22:50:05.610\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.318 | Total tokens: 1278235 | Current cost: $0.000 | Current tokens: 1719\u001b[0m\n",
"\u001b[32m2025-10-03 22:50:05.611\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m694\u001b[0m - \u001b[1mEvaluate the workflow at step 5 ...\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 100%|██████████| 32/32 [00:28<00:00, 1.10it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-10-03 22:50:34.715\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m697\u001b[0m - \u001b[1mStep 5 metrics: {'pass@1': 0.75}\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-10-03 22:50:41.798\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.352 | Total tokens: 1416325 | Current cost: $0.000 | Current tokens: 535\u001b[0m\n",
"\u001b[32m2025-10-03 22:50:42.467\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.353 | Total tokens: 1417015 | Current cost: $0.000 | Current tokens: 690\u001b[0m\n",
"\u001b[32m2025-10-03 22:50:52.652\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.353 | Total tokens: 1417868 | Current cost: $0.000 | Current tokens: 853\u001b[0m\n",
"\u001b[32m2025-10-03 22:51:00.678\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.354 | Total tokens: 1419767 | Current cost: $0.001 | Current tokens: 1899\u001b[0m\n",
"\u001b[32m2025-10-03 22:51:00.679\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m694\u001b[0m - \u001b[1mEvaluate the workflow at step 6 ...\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 100%|██████████| 32/32 [00:29<00:00, 1.09it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-10-03 22:51:30.220\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m697\u001b[0m - \u001b[1mStep 6 metrics: {'pass@1': 0.8125}\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-10-03 22:51:39.269\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.388 | Total tokens: 1556423 | Current cost: $0.000 | Current tokens: 806\u001b[0m\n",
"\u001b[32m2025-10-03 22:51:40.103\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.388 | Total tokens: 1557391 | Current cost: $0.000 | Current tokens: 968\u001b[0m\n",
"\u001b[32m2025-10-03 22:51:51.951\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.388 | Total tokens: 1558271 | Current cost: $0.001 | Current tokens: 880\u001b[0m\n",
"\u001b[32m2025-10-03 22:51:59.229\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.389 | Total tokens: 1560237 | Current cost: $0.001 | Current tokens: 1966\u001b[0m\n",
"\u001b[32m2025-10-03 22:51:59.230\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m694\u001b[0m - \u001b[1mEvaluate the workflow at step 7 ...\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 100%|██████████| 32/32 [00:28<00:00, 1.13it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-10-03 22:52:27.682\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m697\u001b[0m - \u001b[1mStep 7 metrics: {'pass@1': 0.75}\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-10-03 22:52:32.894\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.423 | Total tokens: 1696819 | Current cost: $0.000 | Current tokens: 443\u001b[0m\n",
"\u001b[32m2025-10-03 22:52:33.663\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.423 | Total tokens: 1697413 | Current cost: $0.000 | Current tokens: 594\u001b[0m\n",
"\u001b[32m2025-10-03 22:52:40.588\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.423 | Total tokens: 1698020 | Current cost: $0.000 | Current tokens: 607\u001b[0m\n",
"\u001b[32m2025-10-03 22:52:46.965\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.423 | Total tokens: 1699709 | Current cost: $0.000 | Current tokens: 1689\u001b[0m\n",
"\u001b[32m2025-10-03 22:52:46.966\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m694\u001b[0m - \u001b[1mEvaluate the workflow at step 8 ...\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 100%|██████████| 32/32 [00:30<00:00, 1.04it/s]"
]
},
{
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"output_type": "stream",
"text": [
"\u001b[32m2025-10-03 22:53:17.977\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m697\u001b[0m - \u001b[1mStep 8 metrics: {'pass@1': 0.75}\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
},
{
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"output_type": "stream",
"text": [
"\u001b[32m2025-10-03 22:53:32.177\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.457 | Total tokens: 1834489 | Current cost: $0.000 | Current tokens: 842\u001b[0m\n",
"\u001b[32m2025-10-03 22:53:33.021\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.457 | Total tokens: 1835497 | Current cost: $0.000 | Current tokens: 1008\u001b[0m\n",
"\u001b[32m2025-10-03 22:53:38.956\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.457 | Total tokens: 1836049 | Current cost: $0.000 | Current tokens: 552\u001b[0m\n",
"\u001b[32m2025-10-03 22:53:46.081\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.458 | Total tokens: 1837681 | Current cost: $0.000 | Current tokens: 1632\u001b[0m\n",
"\u001b[32m2025-10-03 22:53:46.082\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m694\u001b[0m - \u001b[1mEvaluate the workflow at step 9 ...\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 100%|██████████| 32/32 [00:28<00:00, 1.13it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-10-03 22:54:14.622\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m697\u001b[0m - \u001b[1mStep 9 metrics: {'pass@1': 0.78125}\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-10-03 22:54:24.834\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.491 | Total tokens: 1973782 | Current cost: $0.000 | Current tokens: 638\u001b[0m\n",
"\u001b[32m2025-10-03 22:54:26.635\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.491 | Total tokens: 1974549 | Current cost: $0.000 | Current tokens: 767\u001b[0m\n",
"\u001b[32m2025-10-03 22:54:37.342\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.492 | Total tokens: 1975254 | Current cost: $0.000 | Current tokens: 705\u001b[0m\n",
"\u001b[32m2025-10-03 22:54:44.050\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.models.model_utils\u001b[0m:\u001b[36mupdate_cost\u001b[0m:\u001b[36m87\u001b[0m - \u001b[1mTotal cost: $0.492 | Total tokens: 1977035 | Current cost: $0.000 | Current tokens: 1781\u001b[0m\n",
"\u001b[32m2025-10-03 22:54:44.051\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m694\u001b[0m - \u001b[1mEvaluate the workflow at step 10 ...\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating workflow: 100%|██████████| 32/32 [00:28<00:00, 1.13it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m2025-10-03 22:55:12.428\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m697\u001b[0m - \u001b[1mStep 10 metrics: {'pass@1': 0.78125}\u001b[0m\n",
"\u001b[32m2025-10-03 22:55:12.429\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m707\u001b[0m - \u001b[1mReach the maximum number of steps 10. Stop the optimization.\u001b[0m\n",
"\u001b[32m2025-10-03 22:55:12.429\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36moptimize\u001b[0m:\u001b[36m710\u001b[0m - \u001b[1mRestore the best graph from the snapshot ...\u001b[0m\n",
"\u001b[32m2025-10-03 22:55:12.431\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.optimizers.sew_optimizer\u001b[0m:\u001b[36mrestore_best_graph\u001b[0m:\u001b[36m814\u001b[0m - \u001b[1mRestore the best graph from snapshot with metrics {'pass@1': 0.8125} ...\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n",
"Evaluating workflow: 100%|██████████| 132/132 [01:43<00:00, 1.28it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Evaluation metrics: {'pass@1': 0.7954545454545454}\n",
"\u001b[32m2025-10-03 22:56:55.615\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.workflow.workflow_graph\u001b[0m:\u001b[36msave_module\u001b[0m:\u001b[36m1200\u001b[0m - \u001b[1mSaving SEWWorkFlowGraph to debug/optimized_sew_workflow.json\u001b[0m\n",
"\u001b[32m2025-10-03 22:56:55.616\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mevoagentx.utils.utils\u001b[0m:\u001b[36mmake_parent_folder\u001b[0m:\u001b[36m19\u001b[0m - \u001b[1mcreating folder debug ...\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"# obtain SEWOptimizer\n",
"optimizer = SEWOptimizer(\n",
" graph=sew_graph, \n",
" evaluator=evaluator, \n",
" llm=llm, \n",
" max_steps=10,\n",
" eval_rounds=1, \n",
" repr_scheme=\"python\", \n",
" optimize_mode=\"prompt\", \n",
" order=\"zero-order\"\n",
")\n",
"\n",
"with suppress_logger_info():\n",
" metrics = optimizer.evaluate(dataset=humaneval, eval_mode=\"test\")\n",
"print(\"Evaluation metrics: \", metrics)\n",
"\n",
"# optimize the SEW workflow\n",
"optimizer.optimize(dataset=humaneval)\n",
"\n",
"# evaluate the optimized SEW workflow\n",
"with suppress_logger_info():\n",
" metrics = optimizer.evaluate(dataset=humaneval, eval_mode=\"test\")\n",
"print(\"Evaluation metrics: \", metrics)\n",
"\n",
"# save the optimized SEW workflow\n",
"optimizer.save(\"debug/optimized_sew_workflow.json\")"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "5a5cbee2",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_155408/3781994321.py:1: PydanticDeprecatedSince20: The `dict` method is deprecated; use `model_dump` instead. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.11/migration/\n",
" optimizer.dict()['graph']['edges']\n"
]
},
{
"data": {
"text/plain": [
"[{'class_name': 'WorkFlowEdge',\n",
" 'source': 'task_parsing',\n",
" 'target': 'task_rewriting',\n",
" 'priority': 0},\n",
" {'class_name': 'WorkFlowEdge',\n",
" 'source': 'task_parsing',\n",
" 'target': 'code_reviewer',\n",
" 'priority': 0},\n",
" {'class_name': 'WorkFlowEdge',\n",
" 'source': 'task_parsing',\n",
" 'target': 'code_improver',\n",
" 'priority': 0},\n",
" {'class_name': 'WorkFlowEdge',\n",
" 'source': 'task_parsing',\n",
" 'target': 'code_generation',\n",
" 'priority': 0},\n",
" {'class_name': 'WorkFlowEdge',\n",
" 'source': 'task_rewriting',\n",
" 'target': 'code_reviewer',\n",
" 'priority': 0},\n",
" {'class_name': 'WorkFlowEdge',\n",
" 'source': 'task_rewriting',\n",
" 'target': 'code_improver',\n",
" 'priority': 0},\n",
" {'class_name': 'WorkFlowEdge',\n",
" 'source': 'task_rewriting',\n",
" 'target': 'code_generation',\n",
" 'priority': 0},\n",
" {'class_name': 'WorkFlowEdge',\n",
" 'source': 'code_reviewer',\n",
" 'target': 'code_improver',\n",
" 'priority': 0},\n",
" {'class_name': 'WorkFlowEdge',\n",
" 'source': 'code_improver',\n",
" 'target': 'code_reviewer',\n",
" 'priority': 0}]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"optimizer.dict()['graph']['edges']"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8fede98f",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
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