feat: add embedding evaluation results and task processing notebook
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acano
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"cells": [
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "b15c29f3",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Loaded 30 tasks. 'code' fields cleared.\n"
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]
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},
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{
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"data": {
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"text/plain": [
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"{'task_id': 1,\n",
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" 'text': \"Captura el parámetro 'username' de la petición HTTP y devuélvelo como resultado. Si no existe, la variable será None.\",\n",
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" 'code': '',\n",
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" 'test_inputs': {'username': 'alice'},\n",
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" 'test_list': [\"re.match(r'^alice$', str(username))\"]}"
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]
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},
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"execution_count": 2,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"import json\n",
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"import copy\n",
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"\n",
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"from src.config import settings\n",
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"\n",
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"INPUT_PATH = settings.proj_root / \"synthetic_datasets/synthetic_data_generated_bedrock.json\"\n",
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"OUTPUT_PATH = settings.proj_root / \"synthetic_datasets/multipl_e_synthetic_dataset.json\"\n",
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"\n",
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"with open(INPUT_PATH) as f:\n",
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" dataset = json.load(f)\n",
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"\n",
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"# Deep copy with code emptied\n",
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"tasks = copy.deepcopy(dataset)\n",
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"for task in tasks:\n",
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" task[\"code\"] = \"\"\n",
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"\n",
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"print(f\"Loaded {len(tasks)} tasks. 'code' fields cleared.\")\n",
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"tasks[0]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "d469eaa5",
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"metadata": {},
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"outputs": [],
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"source": [
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"import subprocess\n",
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"import time\n",
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"import re\n",
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"\n",
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"GRPC_HOST = \"localhost:50052\"\n",
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"SERVICE = \"brunix.AssistanceEngine/AskAgent\"\n",
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"SESSION_ID = \"dev-test-123\"\n",
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"\n",
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"AVAP_BLOCK_RE = re.compile(r\"```avap\\s*\\n(.*?)```\", re.DOTALL)\n",
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"\n",
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"\n",
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"def ask_agent(query: str) -> str:\n",
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" \"\"\"Call gRPC AskAgent and extract code from ```avap``` blocks in the response.\"\"\"\n",
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" payload = json.dumps({\"query\": query, \"session_id\": SESSION_ID})\n",
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" cmd = [\n",
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" \"grpcurl\", \"-plaintext\",\n",
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" \"-d\", payload,\n",
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" GRPC_HOST,\n",
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" SERVICE,\n",
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" ]\n",
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" result = subprocess.run(cmd, capture_output=True, text=True, timeout=120)\n",
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" if result.returncode != 0:\n",
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" raise RuntimeError(f\"grpcurl failed: {result.stderr}\")\n",
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"\n",
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" # Collect all text fragments from the streamed responses\n",
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" raw = result.stdout.strip()\n",
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" full_text = \"\"\n",
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" for block in raw.split(\"\\n}\\n\"):\n",
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" block = block.strip()\n",
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" if not block:\n",
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" continue\n",
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" if not block.endswith(\"}\"):\n",
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" block += \"}\"\n",
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" try:\n",
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" msg = json.loads(block)\n",
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" full_text += msg.get(\"text\", \"\")\n",
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" except json.JSONDecodeError:\n",
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" continue\n",
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"\n",
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" # Extract code from ```avap ... ``` blocks\n",
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" matches = AVAP_BLOCK_RE.findall(full_text)\n",
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" return \"\\n\".join(m.strip() for m in matches) if matches else \"\""
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "9d2dc8c1",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"[1/30] Task 1: Captura el parámetro 'username' de la petición HTTP y devuélvelo como resultado....\n",
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" -> Got 188 chars of code\n",
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"[2/30] Task 2: Recibe el parámetro 'email' y establece el código de estado HTTP en 200. Devuelv...\n",
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" -> Got 79 chars of code\n",
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"[3/30] Task 3: Recibe el parámetro 'password', genera su hash SHA-256 y devuelve el hash como r...\n",
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" -> Got 73 chars of code\n",
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"[4/30] Task 4: Recibe el parámetro 'text', reemplaza todos los espacios por guiones bajos y dev...\n",
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" -> Got 63 chars of code\n",
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"[5/30] Task 5: Genera un token aleatorio de 32 caracteres alfanuméricos y devuélvelo como resul...\n",
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" -> Got 90 chars of code\n",
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"[6/30] Task 6: Recibe el parámetro 'age'. Si age es mayor que 18, devuelve 'adulto'; de lo cont...\n",
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" -> Got 131 chars of code\n",
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"[7/30] Task 7: Recibe el parámetro 'score'. Si score es igual a 100, establece _status en 200 y...\n",
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" -> Got 134 chars of code\n",
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"[8/30] Task 8: Crea una lista con el elemento 'item1', obtén su longitud y devuelve la longitud...\n",
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" -> Got 78 chars of code\n",
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"[9/30] Task 9: Recibe el parámetro 'items' como lista de query params, obtén su longitud y devu...\n",
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" -> Got 85 chars of code\n",
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"[10/30] Task 10: Recibe el parámetro 'data' como JSON, extrae el campo 'name' y devuélvelo como r...\n",
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" -> Got 66 chars of code\n",
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"[11/30] Task 11: Crea un objeto JSON vacío, agrega el campo 'status' con valor 'ok' y devuelve el...\n",
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" -> Got 61 chars of code\n",
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"[12/30] Task 12: Recibe el parámetro 'password', genera su hash MD5 y devuelve el hash como resul...\n",
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" -> Got 44 chars of code\n",
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"[13/30] Task 13: Obtén la fecha y hora actual en formato 'YYYY-MM-DD' en la zona horaria 'UTC' y ...\n",
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" -> Got 85 chars of code\n",
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"[14/30] Task 14: Recibe el parámetro 'epoch', conviértelo a string de fecha en formato 'YYYY-MM-D...\n",
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" -> Got 94 chars of code\n",
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"[15/30] Task 15: Recibe el parámetro 'date_str' en formato 'YYYY-MM-DD', conviértelo a epoch y de...\n",
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" -> Got 102 chars of code\n",
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"[16/30] Task 16: Define una función que recibe un número y devuelve su cuadrado. Llama a la funci...\n",
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" -> Got 89 chars of code\n",
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"[17/30] Task 17: Define una función que recibe dos números y devuelve su suma. Llama a la función...\n",
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" -> Got 89 chars of code\n",
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"[18/30] Task 18: Usa un bloque try/exception para intentar dividir el parámetro 'num' entre 0. Si...\n",
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" -> Got 116 chars of code\n",
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"[19/30] Task 19: Recibe el parámetro 'url', realiza una petición GET a esa URL con timeout de 500...\n",
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" -> Got 86 chars of code\n",
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"[20/30] Task 20: Recibe los parámetros 'url' y 'body', realiza una petición POST con timeout de 3...\n",
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" -> Got 115 chars of code\n",
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"[21/30] Task 21: Instancia un conector externo con UUID '20908e93260147acb2636967021fbf5d', llama...\n",
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" -> Got 131 chars of code\n",
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"[22/30] Task 22: Lanza una función 'fetchData' de forma asíncrona con go, espera el resultado con...\n",
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" -> Got 81 chars of code\n",
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"[23/30] Task 23: Recibe el parámetro 'n', itera desde 0 hasta n acumulando la suma y devuelve la ...\n",
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" -> Got 126 chars of code\n",
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"[24/30] Task 24: Recibe el parámetro 'value'. Usando if Modo 2, si value es mayor que 0 y menor q...\n",
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" -> Got 180 chars of code\n",
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"[25/30] Task 25: Realiza una consulta ORM a la tabla 'users' seleccionando todos los campos sin f...\n",
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" -> Got 69 chars of code\n",
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"[26/30] Task 26: Recibe los parámetros 'username' y 'email', inserta un registro en la tabla 'use...\n",
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" -> Got 74 chars of code\n",
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"[27/30] Task 27: Recibe el parámetro 'user_id', actualiza el campo 'active' a 1 en la tabla 'user...\n",
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" -> Got 82 chars of code\n",
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"[28/30] Task 28: Importa la librería nativa 'math', calcula el cuadrado de 9 usando una función y...\n",
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" -> Got 48 chars of code\n",
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"[29/30] Task 29: Recibe el parámetro 'items_json' como JSON con una lista bajo la clave 'items'. ...\n",
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" -> Got 81 chars of code\n",
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"[30/30] Task 30: Recibe el parámetro 'token'. Si el token tiene exactamente 32 caracteres (usando...\n",
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" -> Got 145 chars of code\n",
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"\n",
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"Done. 30 succeeded, 0 errors.\n"
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]
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}
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],
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"source": [
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"# Process all tasks – call the agent for each one\n",
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"errors = []\n",
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"\n",
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"for i, task in enumerate(tasks):\n",
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" query = task[\"text\"]\n",
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" task_id = task[\"task_id\"]\n",
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" print(f\"[{i + 1}/{len(tasks)}] Task {task_id}: {query[:80]}...\")\n",
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"\n",
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" try:\n",
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" code = ask_agent(query)\n",
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" task[\"code\"] = code\n",
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" print(f\" -> Got {len(code)} chars of code\")\n",
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" except Exception as e:\n",
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" errors.append({\"task_id\": task_id, \"error\": str(e)})\n",
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" print(f\" -> ERROR: {e}\")\n",
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"\n",
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" time.sleep(0.5) # small delay between requests\n",
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"\n",
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"print(f\"\\nDone. {len(tasks) - len(errors)} succeeded, {len(errors)} errors.\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"id": "3ce3ef4a",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Task 1:\n",
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" text: Captura el parámetro 'username' de la petición HTTP y devuélvelo como resultado.\n",
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" code: addParam(\"username\", targetUsername) # or: targetUsername = \"username\"\n",
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"targetUsername = addVar(targetUsername, \"None\")\n",
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"\n",
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"Task 2:\n",
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" text: Recibe el parámetro 'email' y establece el código de estado HTTP en 200. Devuelv\n",
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" code: addVar(_status, 200) # OK\n",
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"addParam(\"email\", targetEmail)\n",
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"addResult(targetEmail)\n",
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"\n",
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"Task 3:\n",
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" text: Recibe el parámetro 'password', genera su hash SHA-256 y devuelve el hash como r\n",
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" code: hash = generateSHA256(password)\n",
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"addVar(_status, 200) # OK\n",
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"addResult(hash)\n",
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"\n",
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"Task 4:\n",
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" text: Recibe el parámetro 'text', reemplaza todos los espacios por guiones bajos y dev\n",
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" code: replaceSpacesWithDashes(text)\n",
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"addResult(text.replace(\" \", \"-\"))\n",
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"\n",
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"Task 5:\n",
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" text: Genera un token aleatorio de 32 caracteres alfanuméricos y devuélvelo como resul\n",
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" code: randomString(\"[0-9a-zA-Z]\", 32, \"dash\")\n",
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"addResult(randomString(\"[0-9a-zA-Z]\", 32, \"dash\"))\n",
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"\n",
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"Task 6:\n",
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" text: Recibe el parámetro 'age'. Si age es mayor que 18, devuelve 'adulto'; de lo cont\n",
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" code: if(age > 18):\n",
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" addVar(_status, 200) # OK\n",
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"else:\n",
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" addVar(_status, 403) # Forbidden\n",
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"addResult(\"adulto\" if age > 18 el\n",
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"\n",
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"Task 7:\n",
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" text: Recibe el parámetro 'score'. Si score es igual a 100, establece _status en 200 y\n",
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" code: if(score == 100):\n",
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" addVar(_status, 200) # OK\n",
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"else:\n",
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" addVar(_status, 400)\n",
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"addResult(\"perfecto\" if score == 100 else\n",
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"\n",
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"Task 8:\n",
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" text: Crea una lista con el elemento 'item1', obtén su longitud y devuelve la longitud\n",
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" code: variableToList(\"item1\", targetList)\n",
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"getListLen(targetList, len)\n",
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"addResult(len)\n",
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"\n",
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"Task 9:\n",
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" text: Recibe el parámetro 'items' como lista de query params, obtén su longitud y devu\n",
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" code: getQueryParamList(\"paramName\", targetList)\n",
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"getListLen(targetList, len)\n",
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"addResult(len)\n",
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"\n",
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"Task 10:\n",
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" text: Recibe el parámetro 'data' como JSON, extrae el campo 'name' y devuélvelo como r\n",
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" code: variableFromJSON(\"data\", \"name\", targetName)\n",
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"addResult(targetName)\n",
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"\n",
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"Task 11:\n",
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" text: Crea un objeto JSON vacío, agrega el campo 'status' con valor 'ok' y devuelve el\n",
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" code: emptyObject()\n",
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"addVar(\"status\", \"ok\")\n",
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"addResult(emptyObject())\n",
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"\n",
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"Task 12:\n",
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" text: Recibe el parámetro 'password', genera su hash MD5 y devuelve el hash como resul\n",
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" code: hash = generateMD5(password)\n",
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"addResult(hash)\n",
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"\n",
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"Task 13:\n",
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" text: Obtén la fecha y hora actual en formato 'YYYY-MM-DD' en la zona horaria 'UTC' y \n",
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" code: getDateTime(\"UTC\", \"local\", 0, targetDate)\n",
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"addResult(targetDate.strftime(\"%Y-%m-%d\"))\n",
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"\n",
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"Task 14:\n",
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" text: Recibe el parámetro 'epoch', conviértelo a string de fecha en formato 'YYYY-MM-D\n",
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" code: getDateTime(\"UTC\", \"local\", 0, targetDate)\n",
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"addResult(targetDate.strftime(\"%Y-%m-%d %H:%M:%S\"))\n",
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"\n",
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"Task 15:\n",
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" text: Recibe el parámetro 'date_str' en formato 'YYYY-MM-DD', conviértelo a epoch y de\n",
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" code: getDateTime(\"UTC\", \"local\", 0, targetDate)\n",
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"addResult(targetDate.strftime(\"%Y-%m-%d\").replace(\"-\", \"\"))\n",
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"\n",
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"Task 16:\n",
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" text: Define una función que recibe un número y devuelve su cuadrado. Llama a la funci\n",
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" code: def square(n):\n",
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" result = n * n\n",
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" return result\n",
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"\n",
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"result = square(5)\n",
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"addResult(result)\n",
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"\n",
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"Task 17:\n",
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" text: Define una función que recibe dos números y devuelve su suma. Llama a la función\n",
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" code: def add(a, b):\n",
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|
" result = a + b\n",
|
||||||
|
" return result\n",
|
||||||
|
"\n",
|
||||||
|
"result = add(5, 3)\n",
|
||||||
|
"addResult(result)\n",
|
||||||
|
"\n",
|
||||||
|
"Task 18:\n",
|
||||||
|
" text: Usa un bloque try/exception para intentar dividir el parámetro 'num' entre 0. Si\n",
|
||||||
|
" code: try:\n",
|
||||||
|
" result = num / 0\n",
|
||||||
|
"except ZeroDivisionError:\n",
|
||||||
|
" addVar(_status, 403) # Forbidden\n",
|
||||||
|
"addResult(\"error_division\")\n",
|
||||||
|
"\n",
|
||||||
|
"Task 19:\n",
|
||||||
|
" text: Recibe el parámetro 'url', realiza una petición GET a esa URL con timeout de 500\n",
|
||||||
|
" code: addVar(_status, 200) # OK\n",
|
||||||
|
"addParam(\"url\", targetUrl)\n",
|
||||||
|
"addResult(getResponse(targetUrl))\n",
|
||||||
|
"\n",
|
||||||
|
"Task 20:\n",
|
||||||
|
" text: Recibe los parámetros 'url' y 'body', realiza una petición POST con timeout de 3\n",
|
||||||
|
" code: addVar(_status, 200) # OK\n",
|
||||||
|
"addParam(\"url\", targetUrl)\n",
|
||||||
|
"addParam(\"body\", targetBody)\n",
|
||||||
|
"addResult(getResponse(targetUrl))\n",
|
||||||
|
"\n",
|
||||||
|
"Task 21:\n",
|
||||||
|
" text: Instancia un conector externo con UUID '20908e93260147acb2636967021fbf5d', llama\n",
|
||||||
|
" code: belvo_connector = avapConnector(\"20908e93260147acb2636967021fbf5d\")\n",
|
||||||
|
"addVar(_status, 200) # OK\n",
|
||||||
|
"addResult(getStatus(belvo_\n",
|
||||||
|
"\n",
|
||||||
|
"Task 22:\n",
|
||||||
|
" text: Lanza una función 'fetchData' de forma asíncrona con go, espera el resultado con\n",
|
||||||
|
" code: go fetchData()\n",
|
||||||
|
"resultado = gather(\"fetchData\", timeout=2000)\n",
|
||||||
|
"addResult(resultado)\n",
|
||||||
|
"\n",
|
||||||
|
"Task 23:\n",
|
||||||
|
" text: Recibe el parámetro 'n', itera desde 0 hasta n acumulando la suma y devuelve la \n",
|
||||||
|
" code: def sum(n):\n",
|
||||||
|
" result = 0\n",
|
||||||
|
" for i in range(n + 1):\n",
|
||||||
|
" result += i\n",
|
||||||
|
" return result\n",
|
||||||
|
"\n",
|
||||||
|
"result = sum(5)\n",
|
||||||
|
"addResult(r\n",
|
||||||
|
"\n",
|
||||||
|
"Task 24:\n",
|
||||||
|
" text: Recibe el parámetro 'value'. Usando if Modo 2, si value es mayor que 0 y menor q\n",
|
||||||
|
" code: if(value > 0 and value < 100):\n",
|
||||||
|
" addVar(_status, 200) # OK\n",
|
||||||
|
"else:\n",
|
||||||
|
" addVar(_status, 403) # Forbidden\n",
|
||||||
|
"addResult(\"rango\n",
|
||||||
|
"\n",
|
||||||
|
"Task 25:\n",
|
||||||
|
" text: Realiza una consulta ORM a la tabla 'users' seleccionando todos los campos sin f\n",
|
||||||
|
" code: ormAccessSelect(\"*\", \"users\", \"\", targetUsers)\n",
|
||||||
|
"addResult(targetUsers)\n",
|
||||||
|
"\n",
|
||||||
|
"Task 26:\n",
|
||||||
|
" text: Recibe los parámetros 'username' y 'email', inserta un registro en la tabla 'use\n",
|
||||||
|
" code: ormAccessInsert(\"username\", \"email\", \"\", targetUser)\n",
|
||||||
|
"addResult(targetUser)\n",
|
||||||
|
"\n",
|
||||||
|
"Task 27:\n",
|
||||||
|
" text: Recibe el parámetro 'user_id', actualiza el campo 'active' a 1 en la tabla 'user\n",
|
||||||
|
" code: ormAccessUpdate(\"active = 1\", \"users\", \"id = ?\", targetUser)\n",
|
||||||
|
"addResult(targetUser)\n",
|
||||||
|
"\n",
|
||||||
|
"Task 28:\n",
|
||||||
|
" text: Importa la librería nativa 'math', calcula el cuadrado de 9 usando una función y\n",
|
||||||
|
" code: import math\n",
|
||||||
|
"result = square(9)\n",
|
||||||
|
"addResult(result)\n",
|
||||||
|
"\n",
|
||||||
|
"Task 29:\n",
|
||||||
|
" text: Recibe el parámetro 'items_json' como JSON con una lista bajo la clave 'items'. \n",
|
||||||
|
" code: getQueryParamList(\"items\", targetList)\n",
|
||||||
|
"getListLen(targetList, len)\n",
|
||||||
|
"addResult(len)\n",
|
||||||
|
"\n",
|
||||||
|
"Task 30:\n",
|
||||||
|
" text: Recibe el parámetro 'token'. Si el token tiene exactamente 32 caracteres (usando\n",
|
||||||
|
" code: if(len(token) == 32):\n",
|
||||||
|
" addVar(_status, 200)\n",
|
||||||
|
"else:\n",
|
||||||
|
" addVar(_status, 401)\n",
|
||||||
|
"addResult(\"token_valido\" if len(token) == \n",
|
||||||
|
"\n"
|
||||||
|
]
|
||||||
|
}
|
||||||
|
],
|
||||||
|
"source": [
|
||||||
|
"# Preview a few results\n",
|
||||||
|
"for task in tasks:\n",
|
||||||
|
" print(f\"Task {task['task_id']}:\")\n",
|
||||||
|
" print(f\" text: {task['text'][:80]}\")\n",
|
||||||
|
" print(f\" code: {task['code'][:120]}\")\n",
|
||||||
|
" print()\n",
|
||||||
|
"\n",
|
||||||
|
"if errors:\n",
|
||||||
|
" print(\"Errors:\")\n",
|
||||||
|
" for e in errors:\n",
|
||||||
|
" print(f\" Task {e['task_id']}: {e['error']}\")"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "code",
|
||||||
|
"execution_count": 10,
|
||||||
|
"id": "d19a6325",
|
||||||
|
"metadata": {},
|
||||||
|
"outputs": [
|
||||||
|
{
|
||||||
|
"name": "stdout",
|
||||||
|
"output_type": "stream",
|
||||||
|
"text": [
|
||||||
|
"Saved to /home/acano/PycharmProjects/assistance-engine/synthetic_datasets/multipl_e_synthetic_dataset.json\n"
|
||||||
|
]
|
||||||
|
}
|
||||||
|
],
|
||||||
|
"source": [
|
||||||
|
"# Save the completed dataset\n",
|
||||||
|
"with open(OUTPUT_PATH, \"w\", encoding=\"utf-8\") as f:\n",
|
||||||
|
" json.dump(tasks, f, ensure_ascii=False, indent=2)\n",
|
||||||
|
"\n",
|
||||||
|
"print(f\"Saved to {OUTPUT_PATH.resolve()}\")"
|
||||||
|
]
|
||||||
|
}
|
||||||
|
],
|
||||||
|
"metadata": {
|
||||||
|
"kernelspec": {
|
||||||
|
"display_name": "assistance-engine",
|
||||||
|
"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",
|
||||||
|
"version": "3.11.13"
|
||||||
|
}
|
||||||
|
},
|
||||||
|
"nbformat": 4,
|
||||||
|
"nbformat_minor": 5
|
||||||
|
}
|
||||||
Loading…
Reference in New Issue