assistance-engine/scratches/pseco/ingestion/n00 ingestion notebook v2.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0a8abbfa",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import re\n",
    "import uuid\n",
    "from dataclasses import dataclass\n",
    "from typing import Iterable, List, Dict, Any, Callable, Protocol\n",
    "\n",
    "import torch\n",
    "import torch.nn.functional as F\n",
    "from loguru import logger\n",
    "from transformers import AutoTokenizer, AutoModel, AutoConfig\n",
    "from elasticsearch import Elasticsearch\n",
    "from elasticsearch.helpers import bulk\n",
    "import nltk\n",
    "from nltk.tokenize import sent_tokenize\n",
    "nltk.download(\"punkt\", quiet=True)\n",
    "\n",
    "config = AutoConfig.from_pretrained(os.getenv(\"EMBEDDING_MODEL_NAME\"))\n",
    "embedding_dim = config.hidden_size\n",
    "\n",
    "es_index = os.getenv(\"ELASTICSEARCH_INDEX\")\n",
    "embedding_model_name = os.getenv(\"EMBEDDING_MODEL_NAME\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77f6c552",
   "metadata": {},
   "source": [
    "### Domain model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c4cd2bc2",
   "metadata": {},
   "outputs": [],
   "source": [
    "@dataclass(frozen=True)\n",
    "class Chunk:\n",
    "    doc_id: str\n",
    "    chunk_id: int\n",
    "    text: str\n",
    "    source: str\n",
    "    metadata: Dict[str, Any]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5cd700bd",
   "metadata": {},
   "source": [
    "### Utilities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "84e834d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "def clean_text(text: str) -> str:\n",
    "    text = text.replace(\"\\u00a0\", \" \")\n",
    "    text = re.sub(r\"\\s+\", \" \", text).strip()\n",
    "    return text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4ebdc5f5",
   "metadata": {},
   "outputs": [],
   "source": [
    "class ChunkingStrategy(Protocol):\n",
    "    def __call__(self, text: str, **kwargs) -> List[str]:\n",
    "        ..."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "82209fc0",
   "metadata": {},
   "source": [
    "### Chunking strategies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9f360449",
   "metadata": {},
   "outputs": [],
   "source": [
    "def fixed_size_token_chunking(\n",
    "    text: str,\n",
    "    embedding_model_name: str = embedding_model_name,\n",
    "    chunk_size: int = 1200,\n",
    "    overlap: int = 200,\n",
    ") -> List[str]:\n",
    "\n",
    "    if chunk_size <= overlap:\n",
    "        raise ValueError(\"chunk_size must be greater than overlap\")\n",
    "\n",
    "    tokenizer = AutoTokenizer.from_pretrained(embedding_model_name, use_fast=True)\n",
    "    token_ids = tokenizer.encode(text, add_special_tokens=False)\n",
    "\n",
    "    chunks: List[str] = []\n",
    "    start = 0\n",
    "    n = len(token_ids)\n",
    "\n",
    "    while start < n:\n",
    "        end = min(start + chunk_size, n)\n",
    "        chunk_ids = token_ids[start:end]\n",
    "        chunks.append(tokenizer.decode(chunk_ids, skip_special_tokens=True))\n",
    "\n",
    "        if end == n:\n",
    "            break\n",
    "\n",
    "        start = end - overlap\n",
    "\n",
    "    return chunks\n",
    "\n",
    "\n",
    "def semantic_chunking(\n",
    "    text: str,\n",
    "    embedding_model_name: str = embedding_model_name,\n",
    "    similarity_threshold: float = 0.6,\n",
    "    max_sentences_per_chunk: int = 12,\n",
    ") -> List[str]:\n",
    "    sentences = [s.strip() for s in sent_tokenize(text) if s.strip()]\n",
    "    if not sentences:\n",
    "        return []\n",
    "    logger.info(f\"Semantic chunking: {len(sentences)} sentences found\")\n",
    "    device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
    "\n",
    "    tokenizer = AutoTokenizer.from_pretrained(embedding_model_name)\n",
    "    model = AutoModel.from_pretrained(embedding_model_name).to(device)\n",
    "    model.eval()\n",
    "\n",
    "    with torch.no_grad():\n",
    "        enc = tokenizer(sentences, padding=True, truncation=True, return_tensors=\"pt\").to(device)\n",
    "        out = model(**enc)\n",
    "        mask = enc[\"attention_mask\"].unsqueeze(-1)\n",
    "        vecs = (out.last_hidden_state * mask).sum(1) / mask.sum(1).clamp(min=1e-9)\n",
    "        vecs = F.normalize(vecs, p=2, dim=1)\n",
    "\n",
    "    chunks: List[List[str]] = [[sentences[0]]]\n",
    "\n",
    "    for i in range(1, len(sentences)):\n",
    "        sim = float((vecs[i - 1] * vecs[i]).sum())\n",
    "        logger.info(f\"Similarity between sentence {i-1} and {i}: {sim:.4f}\")\n",
    "        if sim < similarity_threshold or len(chunks[-1]) >= max_sentences_per_chunk:\n",
    "            chunks.append([])\n",
    "        chunks[-1].append(sentences[i])\n",
    "\n",
    "    return [\" \".join(chunk) for chunk in chunks if chunk]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "bc7267d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "CHUNKING_REGISTRY: Dict[str, ChunkingStrategy] = {\n",
    "    \"fixed\": fixed_size_token_chunking,\n",
    "    \"semantic\": semantic_chunking,\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "87f2f70c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def build_chunks(\n",
    "    doc_text: str,\n",
    "    source: str,\n",
    "    metadata: Dict[str, Any],\n",
    "    chunking_strategy: str = \"fixed\",\n",
    "    **chunking_kwargs,\n",
    ") -> List[Chunk]:\n",
    "\n",
    "    if chunking_strategy not in CHUNKING_REGISTRY:\n",
    "        raise ValueError(\n",
    "            f\"Unknown chunking strategy '{chunking_strategy}'. \"\n",
    "            f\"Available: {list(CHUNKING_REGISTRY.keys())}\"\n",
    "        )\n",
    "\n",
    "    doc_id = metadata.get(\"doc_id\") or str(uuid.uuid4())\n",
    "    cleaned = clean_text(doc_text)\n",
    "\n",
    "    chunking_fn = CHUNKING_REGISTRY[chunking_strategy]\n",
    "\n",
    "    parts = chunking_fn(cleaned, **chunking_kwargs)\n",
    "\n",
    "    return [\n",
    "        Chunk(\n",
    "            doc_id=doc_id,\n",
    "            chunk_id=i,\n",
    "            text=part,\n",
    "            source=source,\n",
    "            metadata={**metadata, \"doc_id\": doc_id},\n",
    "        )\n",
    "        for i, part in enumerate(parts)\n",
    "        if part.strip()\n",
    "    ]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba5649e9",
   "metadata": {},
   "source": [
    "### Ingestion in elasticsearch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "ff03c689",
   "metadata": {},
   "outputs": [],
   "source": [
    "def index_chunks(\n",
    "    es: Elasticsearch,\n",
    "    index_name: str,\n",
    "    chunks: List[Chunk],\n",
    "    embedding_model_name: str = embedding_model_name,\n",
    "    batch_size: int = 64,\n",
    ") -> None:\n",
    "    tokenizer = AutoTokenizer.from_pretrained(embedding_model_name)\n",
    "    model = AutoModel.from_pretrained(embedding_model_name)\n",
    "    device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
    "    model.to(device)\n",
    "    model.eval()\n",
    "    \n",
    "    def actions() -> Iterable[Dict[str, Any]]:\n",
    "        # Embed in batches for speed\n",
    "        for i in range(0, len(chunks), batch_size):\n",
    "            batch = chunks[i:i + batch_size]\n",
    "            texts = [c.text for c in batch]\n",
    "            \n",
    "            with torch.no_grad():\n",
    "                enc = tokenizer(texts, padding=True, truncation=True, return_tensors=\"pt\").to(device)\n",
    "                out = model(**enc)\n",
    "                mask = enc[\"attention_mask\"].unsqueeze(-1)\n",
    "                vecs = (out.last_hidden_state * mask).sum(1) / mask.sum(1).clamp(min=1e-9)\n",
    "                vecs = F.normalize(vecs, p=2, dim=1)\n",
    "                vectors = vecs.cpu().tolist()\n",
    "\n",
    "            for c, v in zip(batch, vectors):\n",
    "                yield {\n",
    "                    \"_op_type\": \"index\",\n",
    "                    \"_index\": index_name,\n",
    "                    \"_id\": f\"{c.doc_id}:{c.chunk_id}\",\n",
    "                    \"_source\": {\n",
    "                        \"doc_id\": c.doc_id,\n",
    "                        \"chunk_id\": c.chunk_id,\n",
    "                        \"text\": c.text,\n",
    "                        \"source\": c.source,\n",
    "                        \"metadata\": c.metadata,\n",
    "                        \"embedding\": v,\n",
    "                    },\n",
    "                }\n",
    "\n",
    "    bulk(es.options(request_timeout=120), actions())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11c8a650",
   "metadata": {},
   "source": [
    "### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "739b813e",
   "metadata": {},
   "outputs": [],
   "source": [
    "mapping = {\n",
    "  \"settings\": {\n",
    "    \"index\": {\n",
    "      \"number_of_shards\": 1\n",
    "    }\n",
    "  },\n",
    "  \"mappings\": {\n",
    "    \"properties\": {\n",
    "      \"doc_id\":   { \"type\": \"keyword\" },\n",
    "      \"chunk_id\": { \"type\": \"integer\" },\n",
    "      \"text\":     { \"type\": \"text\" },\n",
    "      \"source\":   { \"type\": \"keyword\" },\n",
    "      \"metadata\": { \"type\": \"object\", \"enabled\": True },\n",
    "      \"embedding\": {\n",
    "        \"type\": \"dense_vector\",\n",
    "        \"dims\": embedding_dim,\n",
    "        \"index\": True,\n",
    "        \"similarity\": \"cosine\"\n",
    "      }\n",
    "    }\n",
    "  }\n",
    "}\n",
    "\n",
    "es = Elasticsearch(\n",
    "    os.getenv(\"ELASTICSEARCH_LOCAL_URL\"),\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "96cf615f",
   "metadata": {},
   "outputs": [],
   "source": [
    "for index in es.indices.get(index=\"*\"):\n",
    "    print(index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6bbb736f",
   "metadata": {},
   "outputs": [],
   "source": [
    "if es.indices.exists(index=es_index):\n",
    "    es.indices.delete(index=es_index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "44f88a82",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index created: avap-docs-test\n"
     ]
    }
   ],
   "source": [
    "es.indices.create(index=es_index, body=mapping)\n",
    "print(\"Index created:\", es_index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "0fecc480",
   "metadata": {},
   "outputs": [],
   "source": [
    "doc_text = \"\"\"El impacto de la computación distribuida en la investigación científica\n",
    "La computación distribuida ha transformado profundamente la manera en que se realiza investigación científica a gran escala. En lugar de depender de un único superordenador centralizado, hoy es posible coordinar miles de máquinas interconectadas que comparten tareas complejas. Este enfoque permite procesar volúmenes masivos de datos en tiempos significativamente menores.\n",
    "Uno de los casos más conocidos es el análisis genómico. La secuenciación del ADN genera cantidades enormes de información que deben procesarse y compararse. Gracias a sistemas distribuidos, los investigadores pueden analizar mutaciones, identificar patrones genéticos y acelerar el desarrollo de tratamientos personalizados.\n",
    "Además del ámbito médico, la física de partículas también se beneficia enormemente. Experimentos como los realizados en el CERN producen petabytes de datos que deben distribuirse entre centros de investigación de todo el mundo. Sin este modelo colaborativo y distribuido, muchos descubrimientos serían simplemente inviables.\n",
    "Limitaciones energéticas y sostenibilidad\n",
    "Sin embargo, la expansión de infraestructuras computacionales trae consigo desafíos importantes. Uno de los más relevantes es el consumo energético. Los centros de datos modernos requieren cantidades masivas de electricidad tanto para operar como para refrigerar los equipos.\n",
    "Este consumo ha impulsado investigaciones en eficiencia energética, arquitecturas más sostenibles y el uso de energías renovables. Algunas empresas tecnológicas ya están instalando centros de datos en regiones frías para reducir costes de refrigeración, mientras que otras exploran soluciones basadas en inteligencia artificial para optimizar el uso energético.\n",
    "La sostenibilidad se ha convertido en un criterio estratégico, no solo económico sino también reputacional. Las organizaciones que no gestionan adecuadamente su huella de carbono pueden enfrentar críticas públicas y regulatorias.\n",
    "Modelos de lenguaje y aprendizaje profundo\n",
    "En paralelo, el desarrollo de modelos de lenguaje de gran escala ha redefinido la inteligencia artificial contemporánea. Estos modelos, entrenados con billones de parámetros, pueden generar texto coherente, traducir idiomas y resolver problemas complejos.\n",
    "El entrenamiento de estos sistemas requiere infraestructuras distribuidas extremadamente potentes. El paralelismo de datos y el paralelismo de modelo permiten dividir la carga computacional entre múltiples GPUs o nodos especializados.\n",
    "Sin embargo, la fase de inferencia presenta retos distintos. Aunque es menos intensiva que el entrenamiento, la inferencia a gran escala —como en servicios públicos de IA— requiere optimización constante para reducir latencia y consumo de recursos.\n",
    "Técnicas de chunking y recuperación semántica\n",
    "En sistemas basados en recuperación aumentada (RAG), el modo en que se fragmenta la información influye directamente en la calidad de las respuestas generadas. El chunking basado únicamente en longitud puede cortar ideas a la mitad, afectando la coherencia del contexto recuperado.\n",
    "Por otro lado, el semantic chunking intenta agrupar fragmentos de texto que comparten significado. Este enfoque utiliza embeddings para medir similitud y decidir dónde dividir el contenido.\n",
    "Un umbral de similitud demasiado bajo puede generar fragmentos excesivamente grandes y heterogéneos. En cambio, un umbral demasiado alto puede producir fragmentos pequeños y perder contexto relevante.\n",
    "La calibración adecuada depende del dominio del texto, la longitud media de los párrafos y el modelo de embeddings utilizado.\n",
    "Agricultura vertical y urbanismo del futuro\n",
    "La agricultura vertical propone cultivar alimentos en estructuras urbanas de múltiples niveles. Esta técnica busca reducir la dependencia del transporte y optimizar el uso del espacio en ciudades densamente pobladas.\n",
    "Mediante sistemas hidropónicos y control automatizado de nutrientes, las plantas pueden crecer sin suelo tradicional. Sensores distribuidos monitorizan humedad, temperatura y niveles de nutrientes en tiempo real.\n",
    "Además, la integración con energías renovables permite que estas instalaciones funcionen de manera más sostenible. En algunos casos, los edificios agrícolas se diseñan para integrarse arquitectónicamente en el entorno urbano.\n",
    "Aunque todavía enfrenta desafíos económicos, la agricultura vertical representa una posible solución para la seguridad alimentaria en megaciudades.\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "7bcf0c87",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.\n"
     ]
    }
   ],
   "source": [
    "chunks = build_chunks(\n",
    "    doc_text=doc_text,\n",
    "    source=\"local_demo\",\n",
    "    metadata={\"title\": \"Demo\", \"doc_id\": \"demo-001\"},\n",
    "    chunking_strategy=\"fixed\",\n",
    "    chunk_size=150,\n",
    "    overlap=25,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "e716e9fb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e888ce3c36084633ac54ecad484ece49",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Loading weights:   0%|          | 0/310 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indexed 8 chunks into avap-docs-test.\n"
     ]
    }
   ],
   "source": [
    "index_chunks(\n",
    "    es=es, index_name=es_index, chunks=chunks, embedding_model_name=embedding_model_name\n",
    ")\n",
    "es.indices.refresh(index=es_index)\n",
    "print(f\"Indexed {len(chunks)} chunks into {es_index}.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b1ae42d2",
   "metadata": {},
   "source": [
    "### Checking source"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "0a113a2d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'doc_id': 'demo-001', 'chunk_id': 0, 'text': 'El impacto de la computación distribuida en la investigación científica La computación distribuida ha transformado profundamente la manera en que se realiza investigación científica a gran escala. En lugar de depender de un único superordenador centralizado, hoy es posible coordinar miles de máquinas interconectadas que comparten tareas complejas. Este enfoque permite procesar volúmenes masivos de datos en tiempos significativamente menores. Uno de los casos más conocidos es el análisis genómico. La secuenciación del ADN genera cantidades enormes de información que deben procesarse y compararse. Gracias a sistemas distribuidos, los investigadores pueden analizar', 'source': 'local_demo', 'metadata': {'title': 'Demo', 'doc_id': 'demo-001'}, 'embedding': [-0.002739130286499858, -0.1113521158695221, -0.009592833928763866, 0.09856166690587997, 0.04852845147252083, -0.00031740995473228395, -0.034797538071870804, -0.23173277080059052, -0.043449897319078445, 0.040628474205732346, -0.000387945503462106, -0.045330844819545746, 0.028402311727404594, -0.005595819558948278, -0.05529986694455147, 0.07862361520528793, -0.047776076942682266, -0.0030095165129750967, -0.08577122539281845, -0.005501772742718458, 0.04457846283912659, 0.07674267143011093, 0.029718976467847824, -0.023888038471341133, 0.009498786181211472, -0.008041052147746086, -0.042697515338659286, -0.042885612696409225, 0.007382720243185759, 0.017304720357060432, 0.012414256110787392, 0.016552340239286423, -0.029907071962952614, -0.036302294582128525, -0.0064892699010670185, -0.005666355602443218, 0.037242770195007324, 0.0016458294121548533, -0.017869004979729652, 0.06019033119082451, -0.008276170119643211, 0.04758797958493233, -0.04965702444314957, -0.019279716536402702, -0.030283261090517044, -0.14370441436767578, -0.042697515338659286, -0.015047582797706127, -0.040628474205732346, -0.0026450827717781067, 0.0019514833111315966, -0.008746406994760036, -0.015423771925270557, -0.032728493213653564, 0.0064892699010670185, 0.033857062458992004, -0.017304720357060432, 0.029154691845178604, -0.020502332597970963, -0.010345213115215302, -0.007429744116961956, -0.0925426334142685, -0.10157118737697601, -0.010110095143318176, 0.006818436086177826, -0.011849971488118172, 0.010862474329769611, -0.018715430051088333, 0.021536853164434433, -0.018621385097503662, -0.025957079604268074, -0.017963051795959473, -0.019467810168862343, 0.015988055616617203, 0.027649933472275734, 0.04796417057514191, 0.0002365879772696644, -0.036490388214588165, 0.010533308610320091, 0.06809031218290329, 0.016928531229496002, -0.006865459494292736, 0.04232132434844971, 0.010956521145999432, -0.002151333959773183, 0.013542824424803257, 0.018057100474834442, 0.020502332597970963, -0.031788021326065063, 0.007664862088859081, -0.045895129442214966, 0.04476655647158623, -0.05379511043429375, -0.009733905084431171, -0.030095165595412254, -0.018715430051088333, -0.015517820604145527, 0.015329724177718163, 0.002515767700970173, -0.014295204542577267, -0.016364246606826782, -0.0005789792630821466, -0.013542824424803257, -0.037618957459926605, -0.0069124833680689335, 0.03874752297997475, -0.030095165595412254, -0.025580890476703644, 0.07674267143011093, -0.07072363793849945, 0.018151147291064262, 0.024452323094010353, -0.04627131670713425, 0.043449897319078445, 0.010533308610320091, 0.019467810168862343, -0.06056652218103409, 0.007711885962635279, 0.020690426230430603, -0.014859488233923912, -0.010721403174102306, 0.04608321934938431, -0.04175703972578049, -0.033104680478572845, -0.005055047571659088, -0.005172606557607651, -0.038183242082595825, 0.0017398768104612827, 0.015047582797706127, -0.019373761489987373, -0.014013061299920082, -0.030283261090517044, -0.005055047571659088, -0.034045156091451645, 0.015141630545258522, -0.0039499904960393906, -0.028590409085154533, -0.006959507241845131, 0.001246127882041037, 0.000531955563928932, -0.042885612696409225, -0.004561298526823521, -0.05153797194361687, -0.028026122599840164, 0.019749952480196953, -0.004702369682490826, 0.004326180089265108, -0.004020526073873043, -0.038371335715055466, 0.005055047571659088, -0.014013061299920082, 0.0002498133690096438, 0.026897555217146873, -0.01617615297436714, -0.017116626724600792, 0.040252283215522766, 0.004961000289767981, 0.021630899980664253, -0.014671392738819122, -0.010204141959547997, 0.011191639117896557, 0.008605335839092731, 0.000940473924856633, 0.006536293774843216, -0.041945137083530426, -0.047211792320013046, 0.023982085287570953, -0.040064189583063126, -0.019749952480196953, -0.048904646188020706, -0.042509421706199646, 0.038183242082595825, 0.011473782360553741, -0.0015988056547939777, -0.018621385097503662, -0.025016605854034424, -0.033668965101242065, -0.037807051092386246, -0.0014753685100004077, -0.031411830335855484, 0.020972568541765213, -0.015141630545258522, 0.002433476271107793, -0.000734745233785361, 0.012978539802134037, 0.07711886614561081, 0.025768985971808434, -0.009969023056328297, -0.021724948659539223, -0.013260682113468647, -0.022195184603333473, -0.018527336418628693, -0.024452323094010353, -0.010909496806561947, 0.002527523785829544, -0.024640416726469994, 0.014765440486371517, 0.023041609674692154, 0.007006530649960041, 0.013636872172355652, -0.008041052147746086, -0.04664750397205353, -0.009498786181211472, 0.04570703208446503, -0.006019033025950193, 0.0008111587376333773, 0.009122597053647041, -0.006536293774843216, -0.021066617220640182, -0.006442246492952108, 0.022007090970873833, -0.010768426582217216, 0.0006965384818613529, -0.012226161547005177, -0.008652360178530216, 0.015235678292810917, 0.009874976240098476, 0.031976111233234406, -0.010627355426549911, 0.04852845147252083, 0.0009110841201618314, 0.002739130286499858, -0.021160662174224854, 0.010392237454652786, -0.013166635297238827, -0.024076132103800774, 0.016364246606826782, 0.007241649087518454, 0.032916586846113205, 0.017774956300854683, 0.016082104295492172, -0.015235678292810917, 0.03235230594873428, -0.017586862668395042, 0.005431237164884806, 0.011050567962229252, 0.034609440714120865, -0.012038066051900387, 0.05266654118895531, 0.04815226420760155, -0.004843440372496843, 0.017680909484624863, 0.018809478729963303, -0.0038089195732027292, -0.03874752297997475, -0.007288672961294651, -0.0026803507935255766, -0.036678485572338104, -0.015423771925270557, 0.009874976240098476, 0.029718976467847824, 0.18809477984905243, -0.04457846283912659, 0.06282366067171097, 0.012696398422122002, -0.0019985069520771503, -0.05116178095340729, 0.004490762948989868, -0.028402311727404594, 0.033857062458992004, 0.018715430051088333, 0.010674378834664822, -0.012226161547005177, -0.020126141607761383, -0.017680909484624863, 0.05191415920853615, -0.018903525546193123, 0.017116626724600792, -0.021254710853099823, -0.003714872058480978, 0.06056652218103409, 0.0018104122718796134, 0.031976111233234406, -0.022759469226002693, 0.023417800664901733, 0.030095165595412254, 0.005807426758110523, -0.041568949818611145, 0.032540395855903625, -0.012696398422122002, 0.018339242786169052, -0.022477326914668083, -0.026897555217146873, 0.015517820604145527, 0.024828512221574783, 0.037995144724845886, 0.036490388214588165, 0.040816567838191986, 0.0005055047804489732, -0.028590409085154533, -0.010345213115215302, -0.038935620337724686, 0.00808807648718357, 0.013166635297238827, -0.022947564721107483, 0.033292777836322784, -0.07711886614561081, 0.07862361520528793, 0.027461837977170944, -0.040440380573272705, 0.006677364464849234, -0.01617615297436714, 0.015517820604145527, 0.024828512221574783, 0.017116626724600792, 0.013730918988585472, 0.05379511043429375, -0.08389027416706085, -0.0023276731371879578, -0.023888038471341133, 0.016458293423056602, 0.0018221682403236628, 0.00040557936881668866, -0.010862474329769611, 0.023982085287570953, -0.008135098963975906, -0.0012931516394019127, 0.012414256110787392, -0.009028550237417221, -0.030471356585621834, 0.029342785477638245, -0.020878519862890244, -0.012414256110787392, 0.029154691845178604, 0.05191415920853615, 0.035361818969249725, -0.05003321170806885, 0.05078559368848801, 0.014765440486371517, -0.06094271317124367, -0.040816567838191986, -0.023511847481131554, 0.05229035019874573, 0.0067714122124016285, -0.0007935249013826251, 0.017869004979729652, 0.026333270594477654, -0.0074767679907381535, 0.06658555567264557, 0.05078559368848801, 0.012884492985904217, -0.05341891571879387, -0.012978539802134037, -0.048904646188020706, -0.030095165595412254, 0.004819929134100676, -0.05153797194361687, 0.028778500854969025, 0.035549912601709366, 0.008981525897979736, -0.018245194107294083, 0.030283261090517044, 0.01617615297436714, -0.011567829176783562, -0.039688002318143845, 0.0020102630369365215, 0.04420227184891701, 0.018057100474834442, -0.019279716536402702, -0.0022924053482711315, -0.034421343356370926, 0.08276170492172241, 0.045895129442214966, -0.034421343356370926, -0.033104680478572845, -0.010909496806561947, -0.033480871468782425, -0.05417129769921303, 0.06470461189746857, 0.013919014483690262, -0.13241872191429138, 0.04627131670713425, 0.014483298175036907, 0.032164208590984344, 0.026145175099372864, 0.026333270594477654, 0.06733793020248413, 0.017116626724600792, 0.016740435734391212, 0.001857436029240489, -0.013260682113468647, -0.004373203497380018, -0.05755700170993805, 0.006865459494292736, -0.023229707032442093, 0.008652360178530216, 0.010157118551433086, -0.025204701349139214, 0.003362194402143359, 0.007570815272629261, 0.018621385097503662, -0.013824966736137867, -0.021818993613123894, 0.015235678292810917, 0.035549912601709366, 0.029530880972743034, -0.038559433072805405, -0.035361818969249725, -0.019091621041297913, 0.012696398422122002, -0.03235230594873428, 0.029342785477638245, -0.05379511043429375, 0.009404739364981651, 0.040440380573272705, -0.05605224519968033, 0.014577345922589302, -0.006254151463508606, 0.03235230594873428, 0.04627131670713425, 0.017963051795959473, -0.023793989792466164, -0.021630899980664253, -0.008135098963975906, -0.0003585556987673044, 0.0031505876686424017, 0.06207128241658211, -0.011944019235670567, -0.039688002318143845, -0.017492813989520073, -0.04683560132980347, 0.023605896160006523, -0.020878519862890244, -0.04476655647158623, -0.047776076942682266, -0.024076132103800774, -0.009780929423868656, -0.04608321934938431, 0.024828512221574783, 0.2091614007949829, -0.0029860048089176416, -0.032916586846113205, 0.008229146711528301, 0.026333270594477654, -0.011191639117896557, 0.002351184841245413, 0.022759469226002693, -0.039123717695474625, 0.020784474909305573, -0.032540395855903625, -0.003080052090808749, 0.015423771925270557, 0.029342785477638245, -0.05341891571879387, 0.0009463519090786576, -0.036114200949668884, -0.05906176194548607, 0.040816567838191986, -0.018527336418628693, -0.019938046112656593, 0.010251166298985481, -0.034421343356370926, -0.003127075731754303, 0.012132112868130207, -0.04476655647158623, -0.0028449336532503366, 0.027649933472275734, -0.009169621393084526, 0.05229035019874573, 0.027461837977170944, -0.004467251244932413, 0.03931180760264397, -0.023605896160006523, 0.007382720243185759, 0.017398769035935402, -0.0008111587376333773, -0.018057100474834442, -0.005243142135441303, 0.05454748868942261, -0.035738009959459305, 0.039123717695474625, -0.009827951900660992, 0.0036913601215928793, -0.015047582797706127, -0.029154691845178604, -0.040252283215522766, -0.04664750397205353, -0.020032094791531563, -0.020032094791531563, 0.024452323094010353, 0.027461837977170944, -0.007994027808308601, 0.029718976467847824, -0.05868557095527649, 0.029907071962952614, 0.007947005331516266, 0.036114200949668884, 0.019467810168862343, -0.018809478729963303, -0.05078559368848801, -0.04928083345293999, 0.011802948080003262, -0.01617615297436714, -0.0067714122124016285, 0.016834482550621033, -0.015611866489052773, -0.021348757669329643, 0.005807426758110523, -0.014671392738819122, 0.030659448355436325, -0.015141630545258522, -0.008793431334197521, -0.017680909484624863, 5.6208009482361376e-05, -0.015799961984157562, -0.004749393090605736, 0.031788021326065063, 0.0015752938343212008, 0.004561298526823521, 0.021818993613123894, -0.0019044597866013646, -0.011285686865448952, 0.009639858268201351, 0.018339242786169052, -0.020596377551555634, 0.008041052147746086, 0.0069124833680689335, -0.00032328790985047817, -0.007570815272629261, 0.038371335715055466, 0.012978539802134037, 0.012978539802134037, 0.005407724995166063, 0.007852957583963871, -0.015047582797706127, -0.04570703208446503, 0.03931180760264397, 0.023417800664901733, 0.020972568541765213, 0.012602350674569607, 0.031976111233234406, 0.005031535401940346, -0.030847543850541115, 0.05003321170806885, 0.011896994896233082, -0.00010800755262607709, 0.009969023056328297, -0.0067714122124016285, 0.006207128055393696, -0.007100577931851149, 0.006254151463508606, -0.014389250427484512, 0.0009581077611073852, -0.024264225736260414, 0.035173725336790085, -0.013730918988585472, -0.014577345922589302, -0.012038066051900387, 0.018527336418628693, 0.029718976467847824, -0.004326180089265108, -0.031035641208291054, 0.06019033119082451, -0.012132112868130207, -0.0009933756664395332, 0.0004261522553861141, 0.026333270594477654, 0.0005143216694705188, 0.019938046112656593, -0.035738009959459305, 0.006207128055393696, -0.005854450166225433, 0.022665422409772873, 0.012790445238351822, 0.015047582797706127, -0.003338682232424617, -0.021818993613123894, -0.013542824424803257, 0.011802948080003262, 0.040440380573272705, 0.013354728929698467, -0.01617615297436714, 0.034797538071870804, 0.05718081817030907, -0.024264225736260414, -0.036866575479507446, 0.011755923740565777, 0.018903525546193123, 0.043449897319078445, -0.011003545485436916, 0.011238663457334042, 0.022195184603333473, -0.008276170119643211, 0.015705915167927742, 0.008699384517967701, -0.0026450827717781067, -0.007429744116961956, 0.031599923968315125, -0.0007700130227021873, 0.013448777608573437, -0.013354728929698467, -0.034421343356370926, 0.0003012455708812922, -0.011520804837346077, 0.04965702444314957, 0.008558313362300396, -0.014953535981476307, 0.0021160664036870003, -0.013166635297238827, 0.016740435734391212, 0.013260682113468647, 0.032916586846113205, 0.012790445238351822, 0.05567605793476105, -0.019467810168862343, -0.009827951900660992, -0.029907071962952614, 0.05116178095340729, -0.00808807648718357, 0.035738009959459305, 0.007994027808308601, 0.021724948659539223, -0.040440380573272705, 0.018245194107294083, 0.004255644511431456, 0.0019867513328790665, -0.05040940269827843, -0.016928531229496002, -0.012696398422122002, -0.016270197927951813, -0.014577345922589302, 0.043449897319078445, -0.029907071962952614, 0.08689979463815689, -0.015705915167927742, -0.0070535545237362385, 0.04420227184891701, -0.010486284270882607, -0.006113080773502588, -0.009733905084431171, -0.029154691845178604, 0.0023276731371879578, 0.006254151463508606, -0.021913042291998863, -0.021724948659539223, 0.016458293423056602, 0.0002395269402768463, -0.032540395855903625, 0.015799961984157562, -0.06319984793663025, -0.020032094791531563, -0.025204701349139214, 0.004866952542215586, -0.033292777836322784, 0.023511847481131554, 0.0026803507935255766, -0.016082104295492172, 0.0002968370681628585, 0.027273744344711304, -0.011097592301666737, 0.03874752297997475, -0.0015870498027652502, 0.028026122599840164, 0.04627131670713425, 0.023417800664901733, 0.03987609222531319, -0.04363798722624779, 0.028966596350073814, -0.0031740996055305004, 0.001122690737247467, 0.023511847481131554, -0.009357715025544167, 0.019467810168862343, -0.014013061299920082, -0.024264225736260414, -0.033292777836322784, 0.007241649087518454, 0.033668965101242065, -0.009592833928763866, 0.026709457859396935, -0.020878519862890244, -0.013166635297238827, 0.033292777836322784, 0.015423771925270557, -0.0032916588243097067, -0.008793431334197521, 0.013636872172355652, 0.022853516042232513, -0.007429744116961956, 0.0023159170523285866, 0.006865459494292736, 0.022383278235793114, 0.04852845147252083, -0.041004665195941925, 0.017398769035935402, -0.026333270594477654, -0.06545698642730713, -0.0005995521205477417, 0.05191415920853615, -0.005008023697882891, -0.001798656303435564, -0.026897555217146873, 0.007100577931851149, -0.048904646188020706, 0.014483298175036907, 0.011050567962229252, -0.009216643869876862, -0.0013578092912212014, -0.020314237102866173, 0.005972009617835283, -0.0040910616517066956, -0.0008464265265502036, -0.034421343356370926, -0.004631834104657173, 0.06094271317124367, -0.020502332597970963, -0.07147601991891861, -0.004796416964381933, 0.008276170119643211, -0.004561298526823521, 0.037054672837257385, 0.012508302927017212, 0.0011109347688034177, -0.00045260306796990335, -0.010204141959547997, 0.020502332597970963, -0.020220190286636353, 0.035173725336790085, -0.019091621041297913, 0.007947005331516266, -0.0005084436852484941, -0.16477102041244507, 0.026521364226937294, 0.033104680478572845, -0.015235678292810917, 0.0024217201862484217, 0.012602350674569607, 0.008934502489864826, 0.021348757669329643, -0.019749952480196953, 0.020878519862890244, -0.018997572362422943, -0.011285686865448952, 0.004396715667098761, -0.020220190286636353, -0.0031976113095879555, 0.016270197927951813, 0.05116178095340729, -0.013166635297238827, 0.041004665195941925, 0.014671392738819122, -0.025204701349139214, 0.026897555217146873, 0.008605335839092731, -0.004725881386548281, 0.032916586846113205, 0.022007090970873833, 0.0035738011356443167, 0.05680462345480919, 0.019561858847737312, 0.020314237102866173, -0.010204141959547997, -0.017869004979729652, 0.001469490467570722, -0.043826084583997726, -0.026333270594477654, -0.027838028967380524, 0.015329724177718163, -0.0016928530531004071, 0.043826084583997726, -0.0026450827717781067, -0.029342785477638245, 0.017586862668395042, 0.03235230594873428, 0.05906176194548607, -0.019373761489987373, 0.014295204542577267, -0.038559433072805405, 0.005548796150833368, -0.007947005331516266, 0.015141630545258522, -0.04815226420760155, 0.0013930769637227058, 0.020784474909305573, 0.015705915167927742, -0.012508302927017212, 0.007994027808308601, -0.019185667857527733, -0.011755923740565777, -0.020502332597970963, 0.03987609222531319, -0.031223732978105545, 0.014013061299920082, 0.009922000579535961, -0.016928531229496002, 0.04570703208446503, 0.002069042529910803, -0.013260682113468647, -0.023041609674692154, 0.028402311727404594, -0.014953535981476307, 0.002938980935141444, 0.011849971488118172, 0.021724948659539223, -0.009075573645532131, -0.015894010663032532, -0.013072587549686432, 0.010110095143318176, 0.015047582797706127, 0.035926103591918945, 0.034797538071870804, 0.04363798722624779, -0.021724948659539223, -0.014953535981476307, 0.037995144724845886, 0.008041052147746086, 0.0013519312487915158, 0.018339242786169052, -0.005972009617835283, -0.030471356585621834, -0.04514274746179581, 0.04815226420760155, 0.016364246606826782, 0.011708900332450867, -0.034985627979040146, -0.005689867306500673, -0.019467810168862343, 0.022101135924458504, -0.0016575852641835809, -0.021348757669329643, -0.0009522298933006823, -0.023605896160006523, 0.0069124833680689335, -0.010486284270882607, -0.040628474205732346, 0.038183242082595825, -0.0026215710677206516, -0.010486284270882607, -0.012978539802134037, -0.043449897319078445, 0.0035738011356443167, -0.009216643869876862, 0.042885612696409225, -0.0045142751187086105, 0.014953535981476307, -0.0029154689982533455, -0.005149094387888908, 0.033292777836322784, -0.002551035489886999, 0.04852845147252083, 0.036866575479507446, 0.003103564027696848, -0.03235230594873428, 0.023041609674692154, 0.005008023697882891, 0.016364246606826782, -0.020126141607761383, -0.014201155863702297, 0.040252283215522766, -0.032164208590984344, 0.031788021326065063, 0.037054672837257385, -0.009310692548751831, 0.0070535545237362385, -0.05003321170806885, 0.030283261090517044, 0.00013225415023043752, 0.022947564721107483, -0.04928083345293999, 0.007335696369409561, -0.025016605854034424, -0.05304272845387459, -0.015423771925270557, 0.017398769035935402, -0.007335696369409561, 0.005125583149492741, -0.013636872172355652, 0.04232132434844971, -0.020032094791531563, -0.028778500854969025, -0.002468744060024619, -0.009545810520648956, 0.013260682113468647, 0.018527336418628693, -0.030095165595412254, 0.017116626724600792, -0.021818993613123894, 0.033292777836322784, 0.037242770195007324, 0.013354728929698467, -0.032728493213653564, 0.028402311727404594, 0.016928531229496002, -0.0020925544667989016, -0.005008023697882891, 0.038371335715055466, 0.002351184841245413, -0.05718081817030907, -0.023699942976236343, 0.008229146711528301, -0.019185667857527733, -0.037430860102176666, 0.018903525546193123, 0.026145175099372864, -0.1226377934217453, -0.0031976113095879555, 0.011991042643785477, 0.0046553462743759155, -0.007523791398853064, -0.025768985971808434, 0.04796417057514191, 0.010486284270882607, 0.0029154689982533455, 0.008511289022862911, -0.008276170119643211, -0.011191639117896557, 0.05078559368848801, 0.024640416726469994, -0.015894010663032532, 0.026333270594477654, 0.042509421706199646, 0.06056652218103409, 0.014859488233923912, -0.023323751986026764, 0.003432729747146368, 0.019938046112656593, -0.019373761489987373, -0.035173725336790085, 0.014483298175036907, -0.010533308610320091, 0.026333270594477654, 0.022665422409772873, 0.0019867513328790665, 0.009639858268201351, -0.003761895699426532, -0.015517820604145527, -0.025392796844244003, 0.018997572362422943, -0.012038066051900387, -0.026709457859396935, 0.06019033119082451, 0.010251166298985481, 0.006207128055393696, 0.035738009959459305, 0.017680909484624863, -0.05981414392590523, 0.038371335715055466, -0.008464265614748001, 0.014483298175036907, -0.008558313362300396, -0.009404739364981651, -0.045895129442214966, 0.020878519862890244, 0.017869004979729652, 0.034421343356370926, 0.006818436086177826, -0.019467810168862343, 0.039688002318143845, -0.022477326914668083, -0.002797909779474139, -0.005078559275716543, -0.004490762948989868, -0.015047582797706127, 0.033104680478572845, 0.0054547484032809734, -0.04175703972578049, 0.004843440372496843, 0.030283261090517044, -0.0011109347688034177, 0.010298188775777817, 0.018715430051088333, 0.025957079604268074, 0.015894010663032532, 0.035738009959459305, 0.014013061299920082, -0.000817036721855402, -0.012790445238351822, -0.0054547484032809734, 0.013824966736137867, 0.018903525546193123, 0.017586862668395042, 0.015517820604145527, -0.024640416726469994, 0.010439259931445122, 0.004396715667098761, 0.019373761489987373, -0.028214218094944954, -0.0005672233528457582, -0.0007376842550002038, -0.027649933472275734, -0.024264225736260414, -0.0067714122124016285, 0.03987609222531319, 0.05454748868942261, -0.015047582797706127, -0.05718081817030907, 0.028026122599840164, 0.012790445238351822, -0.003902966622263193, -0.024264225736260414, 0.032916586846113205, 0.0021983578335493803, 0.029907071962952614, 0.0013519312487915158, -0.0015752938343212008, -0.012320208363234997, -0.027649933472275734, 0.036490388214588165, -0.0007641350966878235, -0.012884492985904217, 0.008464265614748001, 0.022853516042232513, -0.004161597229540348, 0.031788021326065063, -0.015329724177718163, -0.025392796844244003, -0.0004819928726647049, -0.005901474040001631, 0.017398769035935402, 0.034797538071870804, -0.006160104181617498, 0.015894010663032532, 0.012508302927017212, -0.016364246606826782, -0.021160662174224854, -0.0069124833680689335, 0.0013401753967627883, -0.023041609674692154, -0.020502332597970963, -0.006348199211061001, 0.013166635297238827, -0.026333270594477654, 0.015047582797706127, -0.029718976467847824]}\n",
      "{'doc_id': 'demo-001', 'chunk_id': 1, 'text': 'es de información que deben procesarse y compararse. Gracias a sistemas distribuidos, los investigadores pueden analizar mutaciones, identificar patrones genéticos y acelerar el desarrollo de tratamientos personalizados. Además del ámbito médico, la física de partículas también se beneficia enormemente. Experimentos como los realizados en el CERN producen petabytes de datos que deben distribuirse entre centros de investigación de todo el mundo. Sin este modelo colaborativo y distribuido, muchos descubrimientos serían simplemente inviables. Limitaciones energéticas y sostenibilidad Sin embargo, la expansión de infraestructuras computacionales trae consigo desafíos importantes. Uno', 'source': 'local_demo', 'metadata': {'title': 'Demo', 'doc_id': 'demo-001'}, 'embedding': [0.006834093946963549, -0.10271849483251572, -0.011700795963406563, 0.0737253725528717, 0.07745306193828583, 0.006730546709150076, -0.016360405832529068, -0.24851249158382416, -0.06626999378204346, 0.051980532705783844, -0.018431343138217926, -0.06212812289595604, 0.03168534114956856, -0.00812842883169651, -0.07496793568134308, 0.1134873777627945, -0.03831234574317932, -0.021951936185359955, -0.0886361226439476, -0.050116684287786484, 0.02961440570652485, 0.05881462246179581, 0.015117843635380268, -0.004167761653661728, 0.01584267057478428, 0.003598253708332777, -0.03603431209921837, -0.08035237342119217, 0.02899312414228916, 0.030856966972351074, 0.019881000742316246, 0.005876285023987293, -0.027957655489444733, -0.06212812289595604, -0.0026016151532530785, -0.0077142417430877686, 0.02412642166018486, 0.0086461640894413, -0.01925971731543541, 0.061299748718738556, -0.0030675760935992002, 0.030649874359369278, -0.04245422035455704, -0.013875280506908894, -0.03002859279513359, -0.13005486130714417, 0.00530677754431963, -0.01874198392033577, -0.0393478125333786, 0.009526312351226807, -0.009008578024804592, -0.02174484357237816, -0.0014625994954258204, -0.04183293506503105, 0.008749711327254772, 0.046596091240644455, -0.0018767870496958494, 0.008956803940236568, -0.005410323850810528, -0.0196739062666893, -0.01584267057478428, -0.1383386254310608, -0.11017387360334396, 0.009526312351226807, -0.007455374579876661, -0.01573912426829338, 0.012373850680887699, -0.016049765050411224, 0.017913607880473137, -0.011545476503670216, -0.02961440570652485, -0.020812921226024628, -0.000640696263872087, 0.013098679482936859, 0.02754346840083599, 0.05674368888139725, 0.0086461640894413, -0.014703655615448952, 0.007041187025606632, 0.05632949620485306, 0.013357546180486679, 0.030856966972351074, 0.04845993593335152, 0.022883858531713486, -0.0034688201267272234, 0.04845993593335152, 0.018845532089471817, 0.023505140095949173, -0.017602967098355293, -0.0008057240629568696, -0.04245422035455704, 0.06337068229913712, -0.04763156175613403, -0.03396337479352951, -0.0641990602016449, -0.018017156049609184, -0.0015079013537615538, 0.023815780878067017, -0.000676290481351316, -0.016567498445510864, -0.022883858531713486, -0.012529171071946621, 0.005902172066271305, -0.045560624450445175, -0.0343775600194931, 0.0737253725528717, -0.042661309242248535, -0.016981687396764755, 0.0936063677072525, -0.07206862419843674, 0.026922186836600304, 0.028786029666662216, -0.0592288114130497, 0.04183293506503105, 0.0003753573982976377, 0.005280890502035618, -0.0393478125333786, 0.004115988500416279, 0.016981687396764755, -0.009008578024804592, -0.022366123273968697, 0.04597480967640877, -0.04783865436911583, -0.03147824853658676, 0.012270304374396801, -0.012736265547573566, -0.051980532705783844, -0.00494436314329505, 0.021434202790260315, -0.020088093355298042, -0.010924194939434528, -0.04887412488460541, -0.007558921817690134, -0.030235687270760536, 0.0066787730902433395, -0.008335523307323456, -0.027957655489444733, 0.001760296756401658, 0.013771734200417995, -0.004452515859156847, -0.04742446541786194, -0.005177343729883432, -0.0592288114130497, -0.03706977888941765, -0.002239200985059142, -0.0004125695559196174, -0.0015337880467996001, -0.0019673905335366726, -0.025783170014619827, -0.004012441262602806, -0.010665327310562134, 0.0005533286021091044, 0.01667104661464691, -0.01206321083009243, -0.03334209322929382, 0.03354918956756592, 0.01014759298413992, 0.013150452636182308, 0.0015855614328756928, -0.037691064178943634, 0.008076655678451061, 0.0008219032897613943, -0.008180202916264534, -0.011597249656915665, -0.029407311230897903, -0.013668187893927097, 0.0028475390281528234, -0.0393478125333786, -0.015221389941871166, -0.058400437235832214, -0.030649874359369278, 0.0395549051463604, 0.011856116354465485, 0.002239200985059142, -0.025058342143893242, -0.023919327184557915, -0.03499884530901909, -0.03976200148463249, -0.015117843635380268, -0.026197358965873718, 0.0197774525731802, -0.026715092360973358, -0.0016438065795227885, -0.019881000742316246, 0.01874198392033577, 0.05177343636751175, 0.026922186836600304, -0.01061355508863926, -0.017810063436627388, -0.01667104661464691, -0.005928058177232742, -0.01553203072398901, -0.02857893705368042, -0.010095820762217045, -0.0034170469734817743, -0.04245422035455704, 0.024851249530911446, 0.03106406144797802, 0.001773240277543664, 0.011027742177248001, -0.010199367068707943, -0.05177343636751175, -0.0076624685898423195, 0.05508693680167198, -0.018534889444708824, 0.005410323850810528, 0.008180202916264534, -0.007817788980901241, -0.02961440570652485, 2.1134077542228624e-05, 0.005876285023987293, -0.004271308425813913, -0.008180202916264534, -0.002070937305688858, -0.0064975665882229805, 0.00020709374803118408, 0.0033005564473569393, 0.035620126873254776, 0.0010872421553358436, 0.046596091240644455, 0.011856116354465485, -0.0022780310828238726, -0.012943359091877937, 0.011907890439033508, -0.01874198392033577, -0.028786029666662216, 0.028371844440698624, -0.003908894490450621, 0.03644849732518196, 0.010768875479698181, -0.005203230306506157, -0.02112356200814247, 0.005177343729883432, -0.02122711017727852, -0.0017214667750522494, 0.011493702419102192, 0.05177343636751175, -0.025783170014619827, 0.044525157660245895, 0.055501122027635574, 0.004840816371142864, 0.01211498398333788, 0.004685495980083942, 0.010406460613012314, -0.03106406144797802, 0.008180202916264534, 0.0008413183386437595, -0.020916467532515526, -0.02267676405608654, 0.006394019350409508, 0.04038328304886818, 0.098576620221138, -0.0395549051463604, 0.050530873239040375, 0.01584267057478428, -0.003624140517786145, -0.04514643922448158, 0.0036500273272395134, -0.027957655489444733, 0.030856966972351074, 0.022883858531713486, -0.006834093946963549, -0.009060351178050041, -0.022262578830122948, -0.024437062442302704, 0.04473224654793739, -0.023298045620322227, 0.004814929328858852, -0.039140716195106506, -0.010820647701621056, 0.031271155923604965, 0.018017156049609184, 0.019363265484571457, -0.026922186836600304, 0.019881000742316246, 0.04286840558052063, 0.020812921226024628, 0.0018120702588930726, 0.022987404838204384, -0.018638435751199722, 0.004685495980083942, -0.009060351178050041, -0.021848389878869057, -0.014807202853262424, 0.010975968092679977, 0.036241404712200165, 0.04369677975773811, 0.020812921226024628, -0.005565644707530737, -0.032306622713804245, 0.003054632805287838, -0.025472531095147133, -0.011234835721552372, 0.0034170469734817743, -0.011959663592278957, 0.055915310978889465, -0.08242330700159073, 0.09650568664073944, 0.03499884530901909, -0.030442779883742332, -0.0016308631747961044, -0.03396337479352951, 0.010975968092679977, 0.012580945156514645, 0.036655593663454056, 0.021848389878869057, 0.0637848749756813, -0.039140716195106506, 0.008076655678451061, -0.02816474810242653, 0.03706977888941765, -0.004918476566672325, 0.011183061636984348, 0.0064975665882229805, 0.026300905272364616, -0.008542616851627827, -0.0008607333875261247, 0.029200218617916107, -0.0221590306609869, -0.013046905398368835, -0.0020191639196127653, -0.025783170014619827, -0.028371844440698624, -0.0005468569579534233, 0.0395549051463604, 0.03002859279513359, -0.04100456088781357, 0.0271292794495821, 0.004996136296540499, -0.05964299663901329, -0.026922186836600304, -0.01211498398333788, 0.058400437235832214, -0.015946218743920326, 0.01014759298413992, 0.04224712401628494, 0.04038328304886818, -0.009422766044735909, 0.07289699465036392, 0.03002859279513359, 0.014185922220349312, -0.05467275157570839, 0.013771734200417995, -0.008335523307323456, -0.049288310110569, -0.021951936185359955, -0.04390387237071991, 0.027336375787854195, 0.031271155923604965, -0.009474538266658783, -0.022469671443104744, 0.02422996796667576, 0.01232207752764225, -0.01677459478378296, -0.047010280191898346, -0.014393014833331108, 0.03292790800333023, 0.011493702419102192, -0.018638435751199722, -0.004711383022367954, -0.05384437367320061, -0.007507148198783398, 0.0691693127155304, -0.04866702854633331, -0.017913607880473137, -0.007455374579876661, -0.04141874983906746, -0.06005718559026718, 0.08118074387311935, 0.00812842883169651, -0.14082373678684235, 0.032306622713804245, -0.011700795963406563, 0.024540608748793602, 0.016567498445510864, 0.002148597501218319, 0.05715787410736084, 0.04100456088781357, 0.03189243748784065, 0.01553203072398901, -0.012736265547573566, -0.005720964632928371, -0.04390387237071991, 0.022780312225222588, -0.018949076533317566, 0.005824511405080557, -0.012684491463005543, -0.042661309242248535, 0.0012490340741351247, -0.001604976481758058, -0.008594390004873276, -0.00983695313334465, -0.01822424866259098, -0.0029122557025402784, 0.034791748970746994, 0.029407311230897903, -0.07124025374650955, -0.0343775600194931, -0.049909595400094986, 0.005539757665246725, -0.027750561013817787, -0.003145236289128661, -0.05218762159347534, 0.016049765050411224, 0.029407311230897903, -0.08656518161296844, 0.0046078357845544815, -0.01770651526749134, 0.014185922220349312, 0.03706977888941765, 0.028371844440698624, 0.010251140221953392, -0.00792133528739214, 0.0006892338860780001, 0.0014172977535054088, 0.0009901669109240174, 0.05508693680167198, 0.006031605415046215, -0.045560624450445175, 0.0031581795774400234, -0.06171393394470215, 0.027336375787854195, -0.032720811665058136, -0.03396337479352951, -0.020502280443906784, -0.004866702947765589, -0.010251140221953392, -0.04348968714475632, 0.015117843635380268, 0.1524209976196289, 0.007196507416665554, -0.02516189031302929, -0.004504289012402296, 0.036241404712200165, -0.03106406144797802, 0.011286609806120396, 0.03603431209921837, -0.04348968714475632, 0.021330654621124268, -0.03002859279513359, -0.015324937179684639, 0.036655593663454056, 0.019984545186161995, -0.03851943463087082, 0.002899312414228916, -0.013253999873995781, -0.03354918956756592, 0.04183293506503105, -0.01925971731543541, -0.012373850680887699, 0.015946218743920326, -0.028786029666662216, 0.009785179048776627, -0.010458233766257763, -0.035620126873254776, -0.01428946852684021, 0.027336375787854195, -0.035827215760946274, 0.039140716195106506, 0.03251371532678604, -0.020812921226024628, 0.0592288114130497, -0.008542616851627827, 0.014185922220349312, 0.010665327310562134, -0.002006220631301403, -0.0049702501855790615, -0.018431343138217926, 0.049495402723550797, -0.017085233703255653, 0.04286840558052063, -0.020398734137415886, 0.002964029088616371, -0.02319449931383133, -0.024747701361775398, -0.038726530969142914, -0.060885559767484665, 0.0027698788326233625, -0.011441929265856743, 0.03354918956756592, 0.01625685766339302, -0.009319217875599861, 0.03106406144797802, -0.10147593170404434, 0.034791748970746994, -0.000880148378200829, 0.02516189031302929, 0.006471679545938969, -0.0443180613219738, -0.026404451578855515, -0.0393478125333786, 0.004115988500416279, -0.02267676405608654, -0.015635577961802483, 0.02899312414228916, -0.012943359091877937, -0.025058342143893242, -0.0032358397729694843, -0.02754346840083599, 0.02857893705368042, 0.0024851250927895308, 0.011131289415061474, -0.027750561013817787, -0.00957808643579483, -0.027750561013817787, -0.00045301756472326815, 0.04618190601468086, 0.0012490340741351247, -0.003365273354575038, 0.049288310110569, -0.007507148198783398, -0.00911212433129549, 0.012632718309760094, 0.026507999747991562, -0.008335523307323456, 0.008905031718313694, 0.010510006919503212, 0.011856116354465485, -0.010820647701621056, 0.022262578830122948, 0.013771734200417995, 0.010924194939434528, 0.023919327184557915, 0.0010872421553358436, -0.012011436745524406, -0.027336375787854195, 0.025368982926011086, -0.01232207752764225, 0.00792133528739214, 0.004918476566672325, 0.041211653500795364, 0.015635577961802483, -0.01584267057478428, 0.03603431209921837, 0.007403601426631212, -0.00957808643579483, 0.003365273354575038, 0.009785179048776627, 0.016981687396764755, -0.007610694970935583, 0.009940500371158123, -0.010354687459766865, -0.0005080268019810319, -0.03396337479352951, 0.03209953010082245, -0.009370991960167885, 0.012684491463005543, -0.018120702356100082, -0.016567498445510864, 0.03209953010082245, 0.015117843635380268, -0.037276871502399445, 0.06792674958705902, 0.0038312342949211597, -0.018327796831727028, -0.00983695313334465, 0.019363265484571457, -0.010924194939434528, 0.0271292794495821, -0.030856966972351074, -0.022883858531713486, -0.011131289415061474, 0.020502280443906784, 0.020502280443906784, 0.013098679482936859, 0.0023686345666646957, -0.022262578830122948, -0.009319217875599861, 0.02070937491953373, 0.036655593663454056, 0.02899312414228916, -0.029407311230897903, 0.027336375787854195, 0.049081217497587204, -0.012477398850023746, -0.04286840558052063, 0.01770651526749134, 0.03417046740651131, 0.04763156175613403, -0.02029518596827984, 0.0172923281788826, 0.0197774525731802, -0.01915617287158966, 0.025472531095147133, -0.001436712802387774, -0.012839811854064465, -0.009060351178050041, 0.03996909037232399, 0.022366123273968697, 0.004141874611377716, 0.005022023338824511, -0.03334209322929382, 0.0046078357845544815, -0.024333514273166656, 0.06626999378204346, 0.032306622713804245, -0.018431343138217926, -0.017913607880473137, -0.01770651526749134, -0.005047910381108522, -0.0051514566875994205, 0.03292790800333023, 0.014807202853262424, 0.03893362358212471, -0.017913607880473137, -0.0013137508649379015, -0.027336375787854195, 0.024333514273166656, -0.017913607880473137, 0.033756278455257416, 0.006031605415046215, 0.015946218743920326, -0.02567962370812893, 0.03292790800333023, -0.002006220631301403, 0.007041187025606632, -0.0345846563577652, 0.01087242178618908, -0.030235687270760536, -0.04059037193655968, -0.03706977888941765, 0.022469671443104744, -0.024540608748793602, 0.08118074387311935, -0.039140716195106506, -0.0012425625463947654, 0.019363265484571457, -0.011131289415061474, -0.005953945219516754, 0.0014108262257650495, -0.03686268627643585, -0.0031322927679866552, -0.0029899158980697393, -0.029821498319506645, -0.019466811791062355, 0.0035723671317100525, -0.014910749159753323, -0.06254231184720993, -0.021537750959396362, -0.049495402723550797, -0.017810063436627388, -0.01573912426829338, 0.004348968621343374, -0.02122711017727852, 0.026404451578855515, -0.004219534806907177, -0.025472531095147133, -0.02070937491953373, 0.024333514273166656, -0.036241404712200165, 0.05508693680167198, -0.01428946852684021, 0.02961440570652485, 0.0221590306609869, 0.010975968092679977, 0.048045746982097626, -0.04348968714475632, 0.01667104661464691, -0.0012296191416680813, 0.003598253708332777, 0.02557607740163803, -0.03002859279513359, 0.03810524940490723, -0.01428946852684021, -0.04100456088781357, -0.04845993593335152, 0.024022873491048813, 0.028371844440698624, 0.006471679545938969, 0.03748396784067154, -0.004038327839225531, 0.0024851250927895308, 0.023298045620322227, -0.008697937242686749, 0.015428483486175537, -0.01180434413254261, 0.04286840558052063, 0.01584267057478428, -0.022366123273968697, -0.01925971731543541, -0.0024462947621941566, 0.03976200148463249, 0.03499884530901909, -0.045560624450445175, 0.01667104661464691, -0.03251371532678604, -0.0641990602016449, 0.005591530818492174, 0.04224712401628494, 0.0013719960115849972, -0.024333514273166656, -0.0196739062666893, -0.01133838202804327, -0.06171393394470215, 6.016639417794067e-06, 0.035827215760946274, -0.01133838202804327, -0.0012490340741351247, -0.01553203072398901, -0.0015532030956819654, -0.015221389941871166, -0.008180202916264534, -0.02899312414228916, 0.011493702419102192, 0.050116684287786484, -0.03686268627643585, -0.06005718559026718, -0.017810063436627388, -0.01087242178618908, -0.029200218617916107, 0.03831234574317932, 0.0051514566875994205, 0.01625685766339302, -0.022055484354496002, -0.005565644707530737, 0.013461093418300152, -0.012839811854064465, 0.01428946852684021, -0.007403601426631212, 0.011597249656915665, -0.0062645855359733105, -0.10189012438058853, 0.020398734137415886, 0.05032378062605858, -0.024851249530911446, 0.012270304374396801, 0.002964029088616371, -0.004711383022367954, 0.023401591926813126, -0.03603431209921837, 0.0022780310828238726, -0.02164129540324211, 0.010768875479698181, 0.0065493397414684296, -0.032720811665058136, 0.004711383022367954, 0.015635577961802483, 0.040176186710596085, -0.0005889228777959943, 0.04845993593335152, 0.026300905272364616, -0.03168534114956856, 0.0019673905335366726, -0.0032228962518274784, 0.00983695313334465, 0.01356463972479105, 0.01553203072398901, 0.015946218743920326, 0.05177343636751175, 0.022987404838204384, 0.02557607740163803, -0.011027742177248001, -0.007507148198783398, 0.0076624685898423195, -0.036655593663454056, -0.02112356200814247, -0.01573912426829338, 0.023815780878067017, 0.01553203072398901, 0.023298045620322227, -0.02360868826508522, -0.041625842452049255, 0.0019544472452253103, 0.005177343729883432, 0.04845993593335152, -0.004918476566672325, 0.023919327184557915, -0.0196739062666893, -0.011131289415061474, -0.00022974461899138987, 0.022055484354496002, -0.01449656207114458, 0.01925971731543541, -0.0049702501855790615, 0.025265436619520187, 0.0038571208715438843, 0.016049765050411224, -0.026300905272364616, -0.022262578830122948, -0.026404451578855515, 0.04514643922448158, -0.03499884530901909, 0.020916467532515526, 0.012943359091877937, -0.03417046740651131, 0.049495402723550797, 0.03789815306663513, -0.006394019350409508, -0.006161038763821125, 0.03209953010082245, -0.019052624702453613, -0.0032746698707342148, 0.008231977000832558, 0.0393478125333786, -0.00021032958466093987, -0.0035723671317100525, -0.02257321961224079, 0.004426628816872835, -0.008697937242686749, 0.03748396784067154, -0.011700795963406563, 0.022883858531713486, -0.012218531221151352, -0.016463954001665115, 0.024022873491048813, 0.006368132773786783, 0.01553203072398901, 0.02609381079673767, -0.0034947069361805916, -0.024540608748793602, -0.03313499689102173, 0.051980532705783844, 0.018017156049609184, 0.008076655678451061, -0.0395549051463604, 0.011752570047974586, 0.00419364869594574, 0.02961440570652485, -0.00885325763374567, -0.013771734200417995, -0.007144734263420105, -0.00724828103557229, 0.01449656207114458, -0.0011325438972562551, -0.03996909037232399, 0.027336375787854195, 0.030442779883742332, -0.01356463972479105, -0.020812921226024628, -0.037276871502399445, 0.011286609806120396, 0.0028345955070108175, 0.046596091240644455, -0.0017991268541663885, 0.03417046740651131, -0.015014296397566795, -0.01428946852684021, 0.027750561013817787, -0.00543621089309454, 0.041211653500795364, 0.04183293506503105, -0.0014820145443081856, -0.0017991268541663885, 0.0393478125333786, -0.01625685766339302, 0.018431343138217926, -0.04245422035455704, -0.01356463972479105, 0.017810063436627388, -0.04100456088781357, 0.051566340029239655, 0.04473224654793739, -0.009215671569108963, 0.004763156175613403, -0.05964299663901329, 0.037691064178943634, 0.0038830076809972525, 0.004400741774588823, -0.03706977888941765, -0.0012425625463947654, -0.018120702356100082, -0.02174484357237816, -0.030856966972351074, -0.0033134999684989452, -0.0001464217493776232, -0.008283749222755432, -0.015635577961802483, 0.047010280191898346, -0.008231977000832558, -0.014082374051213264, -0.0013849394163116813, -0.02816474810242653, 0.006523452699184418, 0.02557607740163803, -0.030649874359369278, 0.006316359154880047, -0.02961440570652485, 0.032720811665058136, 0.02122711017727852, 0.005539757665246725, -0.02899312414228916, 0.055501122027635574, 0.01133838202804327, -0.006575226318091154, -0.0196739062666893, 0.049288310110569, 0.011700795963406563, -0.03603431209921837, -0.012373850680887699, 0.004763156175613403, -0.02412642166018486, -0.037276871502399445, 0.022469671443104744, 0.024851249530911446, -0.12011437118053436, -0.01625685766339302, 0.03354918956756592, 0.0030675760935992002, -0.0076624685898423195, -0.02371223270893097, 0.06212812289595604, 0.00983695313334465, 0.021434202790260315, -0.019466811791062355, -0.021434202790260315, 0.01232207752764225, 0.05715787410736084, 0.012529171071946621, -0.02899312414228916, 0.012788038700819016, 0.030235687270760536, 0.06295649707317352, 0.0014820145443081856, -0.02112356200814247, 0.011183061636984348, 0.003365273354575038, -0.027336375787854195, -0.024022873491048813, 0.02412642166018486, -0.02816474810242653, 0.020088093355298042, 0.03499884530901909, 0.0020191639196127653, 0.025265436619520187, -0.019881000742316246, 0.0015467313351109624, -0.0014949579490348697, 0.018638435751199722, -0.03686268627643585, 0.006161038763821125, 0.0271292794495821, -0.003908894490450621, 0.008542616851627827, 0.06254231184720993, -0.00786956213414669, -0.03644849732518196, 0.024747701361775398, -0.00209682434797287, 0.014703655615448952, -0.020398734137415886, 0.005824511405080557, -0.029200218617916107, 0.009629858657717705, 0.03251371532678604, 0.025058342143893242, 0.007973109371960163, -0.004400741774588823, 0.0542585588991642, 0.016567498445510864, -0.00040933373384177685, 0.008076655678451061, 0.001682636677287519, -0.0038571208715438843, 0.032720811665058136, 7.725567411398515e-05, -0.04721737653017044, 0.0038571208715438843, 0.03396337479352951, -0.01625685766339302, 0.006885867100208998, 0.00396066764369607, 0.005746851209551096, 0.03106406144797802, 0.03748396784067154, 0.013668187893927097, 0.00033976318081840873, -0.002795765409246087, 0.00035270655644126236, 0.004297195002436638, -0.004581949207931757, -0.007403601426631212, 0.004452515859156847, -0.00957808643579483, 0.033756278455257416, -0.0046078357845544815, 0.0343775600194931, -0.0066787730902433395, 0.004400741774588823, -0.013668187893927097, -0.052394717931747437, -0.022780312225222588, -0.005824511405080557, 0.026197358965873718, 0.05218762159347534, -0.017499422654509544, -0.033756278455257416, 0.031271155923604965, 0.017085233703255653, 0.001682636677287519, -0.017602967098355293, 0.03354918956756592, -0.00957808643579483, 0.026922186836600304, -0.013461093418300152, -0.0021097674034535885, -0.015428483486175537, -0.032306622713804245, 0.022469671443104744, 0.004219534806907177, -0.015324937179684639, 0.018120702356100082, 0.0052291168831288815, 0.0016567499842494726, 0.012684491463005543, -0.018017156049609184, -0.022262578830122948, -0.006834093946963549, -0.00911212433129549, -0.012218531221151352, 0.024437062442302704, 0.0005339135532267392, 0.01822424866259098, 0.012425624765455723, -0.013668187893927097, -0.031271155923604965, -0.022883858531713486, -0.010924194939434528, -0.0014949579490348697, -0.020605826750397682, -0.013771734200417995, -0.002808708930388093, -0.03417046740651131, 0.01061355508863926, -0.03893362358212471]}\n",
      "{'doc_id': 'demo-001', 'chunk_id': 2, 'text': 'ostenibilidad Sin embargo, la expansión de infraestructuras computacionales trae consigo desafíos importantes. Uno de los más relevantes es el consumo energético. Los centros de datos modernos requieren cantidades masivas de electricidad tanto para operar como para refrigerar los equipos. Este consumo ha impulsado investigaciones en eficiencia energética, arquitecturas más sostenibles y el uso de energías renovables. Algunas empresas tecnológicas ya están instalando centros de datos en regiones frías para reducir costes de refrigeración, mientras que otras exploran soluciones basadas en inteligencia artificial para optimizar el uso energético. La sostenibilidad se ha', 'source': 'local_demo', 'metadata': {'title': 'Demo', 'doc_id': 'demo-001'}, 'embedding': [-0.006605487782508135, -0.0860600695014, -0.008492769673466682, 0.07322654873132706, 0.01745736040174961, -0.017174268141388893, 0.043218761682510376, -0.22043456137180328, -0.058128293603658676, 0.0649225115776062, 0.021609380841255188, 0.006133667193353176, 0.007973767817020416, -0.005001297686249018, -0.07209417968988419, 0.09813867509365082, 0.008964590728282928, -0.02132628858089447, -0.11097218841314316, -0.015286986716091633, 0.01321097556501627, 0.08115313947200775, 0.005921347998082638, -0.033404894173145294, 0.033216167241334915, 0.014909530058503151, -0.02755432017147541, -0.061902858316898346, 0.02396848425269127, 0.010946236550807953, 0.029441600665450096, 0.02736559323966503, -0.039632927626371384, -0.0403878390789032, 0.008492769673466682, -0.003420699154958129, 0.00882304459810257, 0.04416240379214287, -0.05359881371259689, 0.055863555520772934, -0.01193706039339304, 0.019439006224274635, -0.030573973432183266, -0.017834816128015518, -0.031895071268081665, -0.1411687135696411, 0.000150392806972377, -0.016702447086572647, -0.03755691647529602, -0.01203142385929823, -0.01245606318116188, -0.03604708984494209, 0.009861049242317677, -0.023307936266064644, -0.02510085329413414, 0.06416759639978409, -0.004034065641462803, 0.02528958208858967, -0.023024844005703926, -0.019250279292464256, -0.05095662176609039, -0.18646349012851715, -0.1298450231552124, -0.004152020905166864, 0.01245606318116188, 0.015853170305490494, 0.01179551426321268, -0.019627735018730164, 0.04170893877744675, -0.02264738641679287, -0.007360400166362524, -0.00563825573772192, 0.0055203004740178585, 0.03529217839241028, 0.028309233486652374, 0.011748331598937511, 0.03397107869386673, -0.04152020812034607, 0.030573973432183266, 0.052088990807533264, 0.008964590728282928, 0.03661327436566353, 0.02755432017147541, 0.016608083620667458, -0.0013564841356128454, 0.04378494620323181, 0.04548350349068642, 0.012833518907427788, 0.014626437798142433, -0.006086484994739294, -0.012739155441522598, 0.05548609420657158, -0.053221359848976135, -0.08455024659633636, -0.05737338215112686, -0.006416759453713894, -0.004293567035347223, 0.002252943115308881, -0.010191324166953564, -0.029064146801829338, 0.004246384836733341, -0.023213570937514305, 0.019627735018730164, -0.04340749233961105, -0.036990731954574585, 0.05057916417717934, -0.049446795135736465, -0.03548090532422066, 0.08719243854284286, -0.08115313947200775, 0.0100969597697258, 0.016041899099946022, -0.10115832835435867, 0.017834816128015518, -0.015664441511034966, 0.018023544922471046, -0.01991082727909088, 0.01868409477174282, 0.00622803159058094, -0.0070301261730492115, -0.0004718205309472978, 0.035858362913131714, -0.035858362913131714, -0.04642714187502861, -0.040576569736003876, -0.0005131048383191228, -0.03755691647529602, -0.005237208213657141, 0.022364294156432152, -0.012172969989478588, -0.029819060117006302, -0.013871523551642895, 0.007973767817020416, -0.03868928551673889, 0.005095662083476782, -0.030385244637727737, -0.02623322233557701, 0.016891175881028175, 0.002842718968167901, 0.00948359351605177, -0.03548090532422066, 0.003562245285138488, -0.02868669107556343, -0.030385244637727737, 0.007171672768890858, -0.0003258510841988027, -0.011748331598937511, -0.006511123850941658, -0.015003894455730915, 0.07926585525274277, -0.013965888880193233, 0.03755691647529602, 0.015475714579224586, -0.0019580551888793707, -0.015664441511034966, 0.016702447086572647, 0.002300125313922763, 0.015947535634040833, 0.008304041810333729, -0.033216167241334915, 0.013777160085737705, -0.012927883304655552, -0.011323693208396435, -0.0311401579529047, -0.035858362913131714, 0.0011913469061255455, 0.06680978834629059, -0.05473118647933006, -0.043218761682510376, -0.07964330911636353, -0.02264738641679287, 0.02368539199233055, 0.019722098484635353, -0.009672321379184723, -0.024723397567868233, -0.040576569736003876, -0.0351034477353096, 0.004529477562755346, -0.01188987772911787, -0.02528958208858967, 0.014154616743326187, -0.024534668773412704, 0.019722098484635353, -0.03359362483024597, 0.02359102852642536, 0.0054731182754039764, 0.017268631607294083, -0.009813867509365082, -0.01991082727909088, -0.02000519074499607, -0.02132628858089447, -0.033404894173145294, -0.014815164729952812, -0.010851873084902763, -0.0070301261730492115, -0.043218761682510376, 0.00934204738587141, 0.030951429158449173, 0.016796812415122986, -0.0022057611495256424, -0.0034914722200483084, -0.06869707256555557, -0.004930524621158838, 0.04869187995791435, -0.008115313947200775, 0.008020949549973011, 0.005779801867902279, 0.005402345210313797, -0.03359362483024597, -0.014154616743326187, 0.030951429158449173, 0.0038925197441130877, -0.0023237161803990602, -0.0032791527919471264, -0.004081247840076685, -0.03529217839241028, -0.0094364108517766, 0.030951429158449173, 0.008964590728282928, 0.04774824157357216, -0.007690674625337124, 0.003798155579715967, -0.03604708984494209, 0.019627735018730164, -0.0018047135090455413, -0.01613626256585121, 0.040954023599624634, 0.015381349250674248, -0.00298426509834826, 0.01868409477174282, -0.00044233177322894335, -0.02774304710328579, 0.006511123850941658, 0.01509825699031353, -0.00934204738587141, -0.028120504692196846, 0.05510864034295082, -0.02132628858089447, 0.07662365585565567, 0.01188987772911787, 0.01613626256585121, -0.006086484994739294, 0.03264998272061348, 0.01774045266211033, -0.036990731954574585, -0.005355163477361202, 0.0036566094495356083, -0.017929181456565857, -0.010568780824542046, -0.014248981140553951, 0.04793696850538254, 0.10493288934230804, -0.04416240379214287, 0.02368539199233055, 0.008445587940514088, -0.003986883908510208, -0.05888320133090019, 0.01868409477174282, -0.02755432017147541, 0.02774304710328579, 0.009200501255691051, 0.004576659295707941, 0.0087758619338274, -0.0075019472278654575, 0.0044587040320038795, 0.03151761367917061, -0.00995541363954544, 0.0011441648239269853, -0.015475714579224586, -0.02491212636232376, 0.04869187995791435, 0.012361698783934116, 0.031895071268081665, -0.017929181456565857, 0.005449527408927679, 0.03000778891146183, 0.023213570937514305, 0.007596311159431934, 0.03548090532422066, -0.024534668773412704, 0.015286986716091633, -0.04397367686033249, -0.013022247701883316, 0.01061596255749464, 0.020571377128362656, 0.033216167241334915, 0.03604708984494209, 0.052088990807533264, 0.009389229118824005, -0.04133148118853569, -0.0024180803447961807, -0.019627735018730164, -0.015853170305490494, 0.022081201896071434, 0.0075019472278654575, 0.02491212636232376, -0.07888839393854141, 0.08379533141851425, 0.02623322233557701, -0.010332870297133923, 0.014720800332725048, -0.026988135650753975, -0.02151501737535, 0.0022293520160019398, -0.023024844005703926, 0.022269930690526962, 0.04359621927142143, -0.03415980935096741, 0.007926585152745247, -0.006086484994739294, 0.0860600695014, 0.0007549129077233374, 0.014343345537781715, 0.0009318456286564469, -0.010993419215083122, 0.0002462313568685204, 0.01896718703210354, 0.03850055858492851, -0.041897665709257126, -0.03378235176205635, -0.007926585152745247, -0.006322395522147417, -0.03472599387168884, -0.03378235176205635, 0.029064146801829338, 0.03264998272061348, -0.03151761367917061, 0.05057916417717934, 0.010710326954722404, 0.005355163477361202, -0.0007106797420419753, -0.020760104060173035, 0.04133148118853569, -0.027931777760386467, -0.016513720154762268, 0.04604968801140785, 0.04114275425672531, -0.003916110377758741, 0.02368539199233055, 0.042086392641067505, 0.014154616743326187, -0.023213570937514305, -0.0011854491895064712, 0.009200501255691051, -0.036990731954574585, -0.04265257716178894, -0.00934204738587141, 0.03642454743385315, 0.025667037814855576, 0.016608083620667458, -0.013871523551642895, 0.01736299693584442, 0.0031611977610737085, 0.0027247637044638395, -0.0311401579529047, -0.015853170305490494, 0.03227252513170242, 0.023213570937514305, -0.011465239338576794, -0.0007549129077233374, -0.033027440309524536, 0.02755432017147541, 0.04982425272464752, -0.02755432017147541, -0.01122932881116867, -0.01623062789440155, -0.01991082727909088, -0.02868669107556343, 0.056995924562215805, -0.02623322233557701, -0.1623062789440155, 0.029630329459905624, 0.026044495403766632, 0.03170634061098099, 0.02377975545823574, 0.02736559323966503, 0.026610679924488068, 0.020854469388723373, 0.04152020812034607, 0.017174268141388893, -0.021609380841255188, 0.003703791182488203, -0.03227252513170242, 0.020854469388723373, 0.018589729443192482, 0.011465239338576794, -0.02755432017147541, -0.030762698501348495, 0.01179551426321268, 0.019250279292464256, 0.021609380841255188, -0.0053787543438375, -0.017079904675483704, 0.013022247701883316, 0.028497962281107903, 0.015475714579224586, -0.07511383295059204, -0.010427234694361687, -0.05888320133090019, -0.013682796619832516, -0.011040600948035717, -0.013022247701883316, -0.03359362483024597, 0.04340749233961105, 0.029819060117006302, -0.1079525426030159, -0.013682796619832516, -0.0014803369995206594, 0.029064146801829338, 0.03868928551673889, 0.03887801244854927, 0.0001990493037737906, 0.011087782680988312, 0.01774045266211033, 0.0053315721452236176, -0.0057090288028120995, -0.00036418650415726006, 0.018401002511382103, 0.0026186041068285704, 0.007785039488226175, -0.05888320133090019, 0.06303522735834122, -0.038123100996017456, -0.06303522735834122, -0.03170634061098099, -0.01877845823764801, -0.00248885340988636, -0.045860957354307175, 0.008728680200874805, 0.16910049319267273, -0.017929181456565857, -0.006369577720761299, 0.00948359351605177, 0.04812569543719292, -0.015381349250674248, 0.019250279292464256, 0.044539861381053925, -0.03472599387168884, 0.035669632256031036, -0.029819060117006302, 0.008870226331055164, 0.04718205705285072, -0.009011772461235523, -0.03151761367917061, 0.0031376066617667675, -0.02151501737535, -0.02887541614472866, 0.004741796758025885, -0.033404894173145294, -0.027176864445209503, 0.003939701709896326, -0.03925547003746033, 0.010427234694361687, -0.012267334386706352, -0.0094364108517766, -0.009766685776412487, 0.029252875596284866, -0.007313218899071217, 0.02387412078678608, 0.04001038148999214, -0.017268631607294083, 0.012739155441522598, -0.019627735018730164, 0.0012798132374882698, 0.029630329459905624, -0.028309233486652374, -0.03019651398062706, -0.0023119207471609116, 0.05171153321862221, 0.0006723442929796875, 0.043218761682510376, -0.006015711929649115, 0.008728680200874805, -0.032083798199892044, -0.02491212636232376, -0.00294887856580317, -0.058128293603658676, -0.013965888880193233, -0.013494067825376987, 0.045672230422496796, 0.03151761367917061, 0.0005425936542451382, 0.016513720154762268, -0.08719243854284286, 0.030762698501348495, 0.0004069452406838536, 0.028309233486652374, 0.029441600665450096, -0.019155913963913918, -0.02000519074499607, -0.01764608919620514, 0.019627735018730164, -0.0377456434071064, -0.024345939978957176, 0.03604708984494209, -0.05020170658826828, -0.020948832854628563, -0.02009955607354641, -0.02151501737535, 0.02755432017147541, 0.003043242497369647, -0.005449527408927679, -0.01255042664706707, 0.003043242497369647, -0.02623322233557701, 0.0094364108517766, 0.021703746169805527, -0.028497962281107903, -0.013494067825376987, 0.04001038148999214, -0.006794216111302376, -0.0023355118464678526, -0.010993419215083122, 0.014720800332725048, -0.01613626256585121, 0.003562245285138488, 0.02755432017147541, 0.008539952337741852, -0.016796812415122986, 0.04227512329816818, 0.024157213047146797, 0.029441600665450096, -0.009908231906592846, -0.009153318591415882, -0.012078606523573399, -0.00816249568015337, 0.012361698783934116, -0.02113756164908409, 0.011465239338576794, -0.01991082727909088, 0.01557007897645235, 0.022175565361976624, 0.006794216111302376, 0.04435113072395325, 0.006841398309916258, 0.0020052373874932528, 0.02491212636232376, 0.008304041810333729, 0.01868409477174282, -0.005992121063172817, 0.006416759453713894, -0.010144142434000969, -0.017929181456565857, -0.003821746679022908, 0.013588432222604752, 0.03472599387168884, 0.02000519074499607, -0.003798155579715967, -0.01122932881116867, 0.038123100996017456, -0.006416759453713894, -0.014815164729952812, 0.04982425272464752, -0.02491212636232376, -0.03264998272061348, -0.0024770579766482115, 0.008398406207561493, -0.003703791182488203, 0.04812569543719292, -0.04774824157357216, -0.012267334386706352, 0.010568780824542046, -0.0041992031037807465, 0.0006281111272983253, -0.0188728217035532, 0.040954023599624634, 0.0025832175742834806, -0.034537263214588165, -0.004623841494321823, 0.009058955125510693, 0.008964590728282928, -0.027931777760386467, 0.03548090532422066, 0.05510864034295082, -0.011040600948035717, -0.04359621927142143, 0.010285688564181328, 0.03736818954348564, 0.04416240379214287, -0.04623841494321823, -0.020477011799812317, 0.01641935482621193, -0.02510085329413414, 0.0050720712170004845, 0.0038689286448061466, 0.013116611167788506, -0.00948359351605177, -0.00497770681977272, 0.004930524621158838, 0.004906933754682541, 0.0008020949317142367, -0.03132888302206993, -0.012172969989478588, 0.011040600948035717, 0.03868928551673889, 0.0351034477353096, -0.01061596255749464, 0.008351223543286324, -0.011842695996165276, -0.013871523551642895, 0.04680459946393967, 0.03906674310564995, 0.024534668773412704, 0.04019911214709282, -0.001922668656334281, -0.05359881371259689, -0.03529217839241028, 0.02491212636232376, -0.014343345537781715, -0.005024889018386602, 0.002382693812251091, 0.014532073400914669, -0.026044495403766632, 0.018401002511382103, -0.008492769673466682, -0.013871523551642895, -0.05926065891981125, 0.01764608919620514, -0.02510085329413414, -0.035669632256031036, -0.03151761367917061, -0.000996720977127552, -0.01255042664706707, 0.05473118647933006, -0.026988135650753975, 0.020665740594267845, 0.007879403419792652, -0.019061550498008728, 0.013777160085737705, -0.008634315803647041, -0.04718205705285072, -0.0015039279824122787, -0.021798109635710716, -0.006841398309916258, -0.002901696367189288, 0.015475714579224586, 0.01255042664706707, -0.04869187995791435, 0.002111396985128522, -0.05095662176609039, -0.016702447086572647, -0.027176864445209503, -0.007407582364976406, -0.04001038148999214, 0.0015452123479917645, 0.007549128495156765, -0.026044495403766632, -0.0018283047247678041, 0.039632927626371384, -0.02245865762233734, 0.02774304710328579, -0.012644791044294834, 0.02491212636232376, 0.00017250938981305808, 0.005355163477361202, 0.04019911214709282, -0.03283870965242386, 0.02151501737535, 0.027176864445209503, 0.005355163477361202, 0.0087758619338274, -0.017929181456565857, 0.03736818954348564, -0.010002595372498035, -0.024723397567868233, -0.018495365977287292, 0.021986838430166245, 0.010380052030086517, 0.017079904675483704, 0.0403878390789032, -0.019250279292464256, 0.018023544922471046, 0.0377456434071064, -0.028497962281107903, 0.0005131048383191228, -0.022364294156432152, 0.010427234694361687, 0.012172969989478588, -0.00948359351605177, -0.026044495403766632, -0.01255042664706707, 0.04340749233961105, 0.03850055858492851, -0.03793437406420708, 0.036990731954574585, -0.033216167241334915, -0.06341268122196198, 0.016891175881028175, 0.05926065891981125, 0.00882304459810257, 0.005449527408927679, 0.011182147078216076, 0.013965888880193233, -0.021986838430166245, 0.0034678808879107237, -0.001120573841035366, 0.016891175881028175, 0.0020052373874932528, -0.008492769673466682, 0.0005249003879725933, -0.02774304710328579, 0.0008197881979867816, -0.023307936266064644, 0.00034944209619425237, 0.04170893877744675, -0.025478310883045197, -0.05510864034295082, 0.015853170305490494, 0.012172969989478588, -0.006369577720761299, 0.005944938864558935, 0.0047182054258883, 0.028120504692196846, -0.015758806839585304, 0.010002595372498035, -0.019155913963913918, -0.023213570937514305, 0.015003894455730915, -0.0324612557888031, 0.02245865762233734, -0.049446795135736465, -0.10644271969795227, 0.02255302295088768, 0.0403878390789032, -0.028497962281107903, -0.0027011726051568985, -0.01321097556501627, 0.0036094270180910826, 0.019061550498008728, 0.006605487782508135, 0.04284130781888962, -0.017174268141388893, -0.009766685776412487, -0.032083798199892044, -0.01613626256585121, 0.005661846604198217, 0.025667037814855576, 0.06643233448266983, -0.010663144290447235, 0.030762698501348495, 0.00038630308699794114, -0.023402299731969833, -0.016796812415122986, 0.0006251622107811272, 0.01321097556501627, 0.008068131282925606, -0.0005573380040004849, 0.0005868268199265003, 0.036990731954574585, 0.009577956981956959, 0.03529217839241028, -0.019816463813185692, 0.016041899099946022, 0.00816249568015337, -0.0473707839846611, -0.03604708984494209, -0.05020170658826828, -0.006463941652327776, -0.00622803159058094, 0.007124490570276976, -0.016608083620667458, -0.03019651398062706, 0.0009672321612015367, 0.053221359848976135, 0.04397367686033249, -0.010568780824542046, -0.001533416798338294, -0.016891175881028175, 0.006888580042868853, -0.01255042664706707, 0.026610679924488068, -0.011606785468757153, 0.006275213323533535, 0.029819060117006302, -0.029819060117006302, -0.011182147078216076, 0.015475714579224586, -0.03887801244854927, -0.030573973432183266, -0.009861049242317677, 0.04001038148999214, -0.03132888302206993, 0.05246644467115402, -0.006747033912688494, -0.01877845823764801, 0.040954023599624634, 0.007407582364976406, -0.011984242126345634, -0.006275213323533535, 0.0006310599856078625, -0.012927883304655552, -0.013871523551642895, -0.008115313947200775, 0.029630329459905624, -0.03491472080349922, 0.005591073539108038, -0.028309233486652374, -0.013682796619832516, -0.009389229118824005, -0.007785039488226175, -0.01188987772911787, 0.02528958208858967, -0.003821746679022908, -0.01736299693584442, 0.03472599387168884, 0.01896718703210354, 0.02255302295088768, 0.03642454743385315, -0.0015923944301903248, -0.024345939978957176, -0.004246384836733341, -0.015853170305490494, 0.03227252513170242, 0.027931777760386467, -0.007407582364976406, -0.005260799080133438, -0.013305339962244034, 0.029252875596284866, 0.016702447086572647, -0.018023544922471046, -0.005213617347180843, -0.006558305583894253, -0.006558305583894253, -0.015947535634040833, -0.03868928551673889, 0.05397627130150795, 0.03264998272061348, 0.0028545144014060497, -0.02736559323966503, -0.026988135650753975, 0.021892473101615906, -0.003986883908510208, 0.032083798199892044, 0.003680200083181262, 0.0351034477353096, -0.028309233486652374, -0.025478310883045197, -0.004859751556068659, -0.0005425936542451382, 0.052088990807533264, 0.010427234694361687, -0.009530775249004364, 0.0015923944301903248, 0.012172969989478588, -0.007596311159431934, 0.016796812415122986, -0.02368539199233055, -0.003798155579715967, 0.028497962281107903, -0.01245606318116188, 0.0473707839846611, 0.021892473101615906, -0.016891175881028175, -0.013777160085737705, -0.04416240379214287, 0.03887801244854927, 0.02359102852642536, -0.0022883296478539705, -0.037179458886384964, 0.011465239338576794, 0.004435113165527582, -0.03906674310564995, -0.03736818954348564, -0.0039632925763726234, -0.02510085329413414, -0.0008374814642593265, -0.020477011799812317, 0.06341268122196198, 0.02623322233557701, -0.005142844282090664, 0.02491212636232376, 0.011984242126345634, 0.01736299693584442, 0.01245606318116188, -0.03170634061098099, 0.012927883304655552, -0.008209677413105965, 0.02528958208858967, -0.010851873084902763, 0.017929181456565857, -0.035669632256031036, 0.026044495403766632, 0.004553068429231644, -0.014343345537781715, 0.004128430038690567, 0.06869707256555557, -0.006463941652327776, -0.03264998272061348, 0.002252943115308881, -0.030951429158449173, -0.004788978490978479, -0.02868669107556343, 0.009058955125510693, 0.012739155441522598, -0.09625139087438583, 0.025667037814855576, 0.020854469388723373, 0.024345939978957176, 0.01061596255749464, -0.0001459694904042408, 0.0324612557888031, -0.005567482672631741, 0.029819060117006302, -0.009625139646232128, -0.012078606523573399, 0.014909530058503151, 0.040954023599624634, -0.009577956981956959, -0.015475714579224586, 0.014154616743326187, 0.010757508687675, 0.07888839393854141, 0.009389229118824005, 0.007785039488226175, 0.004600250627845526, 0.006369577720761299, -0.011984242126345634, 0.0013151997700333595, 0.02255302295088768, -0.0201939195394516, 0.0311401579529047, 0.03491472080349922, 0.025478310883045197, 0.03868928551673889, 0.00934204738587141, -0.0046474323607981205, 0.0034678808879107237, 0.027931777760386467, -0.03151761367917061, 0.02113756164908409, 0.03604708984494209, -0.0017103495774790645, 0.004906933754682541, 0.04246385022997856, -0.01061596255749464, -0.03642454743385315, 0.02142065390944481, -0.008115313947200775, -0.016702447086572647, -0.023307936266064644, -0.007360400166362524, -0.040765296667814255, 0.011984242126345634, 0.019155913963913918, 0.03661327436566353, -0.010757508687675, -0.024534668773412704, 0.04510604590177536, 0.010285688564181328, 0.020571377128362656, 0.006133667193353176, 0.009058955125510693, -0.00030963224708102643, 0.008020949549973011, -0.004741796758025885, -0.05775083228945732, 0.005425936542451382, 0.016608083620667458, -0.02009955607354641, 0.03170634061098099, -0.004812569823116064, 0.016608083620667458, 0.039632927626371384, 0.03906674310564995, 0.023496663197875023, 0.009247682988643646, -0.002111396985128522, 0.017834816128015518, 0.04982425272464752, -0.0036330183502286673, 0.006039303261786699, 0.027931777760386467, -0.040765296667814255, 0.046993326395750046, -0.01179551426321268, 0.03850055858492851, -0.0057090288028120995, -0.026610679924488068, -0.015286986716091633, -0.03151761367917061, 0.006275213323533535, -0.012172969989478588, 0.013682796619832516, 0.029630329459905624, -0.0026186041068285704, -0.04906933754682541, 0.029252875596284866, -0.020382648333907127, 0.02245865762233734, -0.025855766609311104, 0.013116611167788506, 0.0044587040320038795, 0.028309233486652374, -0.026988135650753975, -0.024345939978957176, 0.007077308371663094, 0.0015688033308833838, 0.035669632256031036, -0.006133667193353176, -0.02774304710328579, -0.019627735018730164, -0.04397367686033249, 0.012927883304655552, 0.04246385022997856, -0.0311401579529047, -0.006699851714074612, -0.01745736040174961, -0.027176864445209503, 0.011512422002851963, 0.029819060117006302, -0.017174268141388893, -0.0034914722200483084, 0.028120504692196846, -0.0031611977610737085, -0.015664441511034966, -0.003703791182488203, -0.02736559323966503, 0.011559603735804558, 0.0012385289883241057, 0.01127651147544384, 0.0035150630865246058, -0.026044495403766632, 0.006794216111302376, -0.033404894173145294]}\n",
      "{'doc_id': 'demo-001', 'chunk_id': 3, 'text': ' otras exploran soluciones basadas en inteligencia artificial para optimizar el uso energético. La sostenibilidad se ha convertido en un criterio estratégico, no solo económico sino también reputacional. Las organizaciones que no gestionan adecuadamente su huella de carbono pueden enfrentar críticas públicas y regulatorias. Modelos de lenguaje y aprendizaje profundo En paralelo, el desarrollo de modelos de lenguaje de gran escala ha redefinido la inteligencia artificial contemporánea. Estos modelos, entrenados con billones de parámetros, pueden generar texto coherente, traducir idiomas y resolver problemas complejos. El entrenamiento de estos sistemas', 'source': 'local_demo', 'metadata': {'title': 'Demo', 'doc_id': 'demo-001'}, 'embedding': [-0.0264219231903553, -0.08727241307497025, -0.007906559854745865, 0.0724601224064827, 0.014011625200510025, -0.05844849348068237, 0.007656352128833532, -0.24820594489574432, -0.017114199697971344, 0.04263537377119064, 0.014211790636181831, -0.06045015528798103, 0.02031685598194599, -0.00447871582582593, -0.07165945321321487, 0.05724749714136124, -0.03502906486392021, 0.005254359450191259, -0.0956793799996376, -0.0660548061132431, 0.02962457947432995, 0.09607971459627151, 0.019616274163126945, -0.0025020758621394634, 0.03823171928524971, -0.006555438973009586, -0.02081727236509323, -0.10128403455018997, 0.04263537377119064, 0.0029524494893848896, -0.0042535290122032166, 0.020717188715934753, -0.0528438463807106, -0.04904068633913994, -0.008256850764155388, -0.0022268476895987988, -0.008657182566821575, 0.02962457947432995, -0.0011947412276640534, 0.07165945321321487, -0.011859839782118797, 0.017514532431960106, -0.03763122484087944, 0.004778964910656214, -0.04143437743186951, -0.1585315316915512, 0.022618766874074936, -0.018115030601620674, -0.00895743165165186, -0.030225077643990517, -0.03422839939594269, -0.0560465008020401, -0.01145950797945261, -0.014912372455000877, 0.007205978501588106, 0.04803985729813576, -0.005779795814305544, 0.0031651260796934366, -0.023319346830248833, -0.012410296127200127, -0.06525413691997528, -0.1777474731206894, -0.13130894303321838, -0.016713866963982582, 0.022018268704414368, 0.00840697530657053, -0.013511210680007935, -0.0003424716414883733, 0.04683886095881462, -0.012260171584784985, -0.018215114250779152, -0.01175975613296032, -0.009257681667804718, 0.015212622471153736, 0.01551287155598402, 0.0214177705347538, 0.009457847103476524, -0.04623836651444435, 0.029224246740341187, 0.05964948982000351, 0.015012456104159355, 0.03863205015659332, 0.018615445122122765, 0.03402823209762573, -0.018215114250779152, 0.054845504462718964, 0.01881561242043972, 0.018715528771281242, 0.0042535290122032166, -0.008356933481991291, 0.017014116048812866, 0.04043354466557503, -0.0016889013350009918, -0.00970805436372757, -0.007356103044003248, 0.0005379463545978069, -0.040033213794231415, 0.007406144868582487, 0.005254359450191259, -0.024820592254400253, 0.007506228052079678, -0.013311044313013554, -0.001901577808894217, -0.04163454473018646, -0.009858178906142712, 0.07005812972784042, -0.03703072667121887, -0.012160088866949081, 0.10648835450410843, -0.07526244968175888, -0.0025020758621394634, 0.017514532431960106, -0.0592491589486599, 0.03302740305662155, 0.005204318091273308, -0.029224246740341187, -0.016013285145163536, 0.017714697867631912, 0.02041693963110447, -0.007906559854745865, -0.004854027181863785, 0.02291901595890522, -0.0428355410695076, -0.006205148063600063, -0.011409467086195946, 0.02181810326874256, -0.06485380977392197, -0.0007818987360224128, 0.03102574311196804, 0.0002877387451007962, -0.0021017438266426325, -0.028823914006352425, -0.007256020326167345, 0.0007537503843195736, 0.017114199697971344, -0.04483720287680626, -0.024820592254400253, 0.0070058126002550125, 0.008807307109236717, 0.012460337951779366, -0.04263537377119064, -0.015713036060333252, -0.028223415836691856, -0.046038199216127396, 0.013511210680007935, -0.002452034270390868, 0.007906559854745865, 0.011409467086195946, -0.011309383437037468, 0.03422839939594269, -0.021517854183912277, 0.025321008637547493, 0.002364461775869131, -0.015212622471153736, -0.028823914006352425, 0.022218434140086174, 0.018615445122122765, 0.024320177733898163, -0.012160088866949081, -0.026622088626027107, 0.012060006149113178, 0.009858178906142712, -0.014011625200510025, -0.03703072667121887, -0.023119183257222176, -0.006755605340003967, 0.028823914006352425, -0.03823171928524971, -0.04443686828017235, -0.0239198449999094, -0.019516192376613617, 0.026622088626027107, 0.019215943291783333, 0.016713866963982582, -0.02341943047940731, -0.01941610872745514, -0.03262706845998764, 0.004328591283410788, -0.02291901595890522, -0.009057515300810337, 0.018215114250779152, -0.021617935970425606, 0.01221013069152832, -0.02351951226592064, 0.0396328829228878, 0.02351951226592064, 0.0255211740732193, -0.023119183257222176, -0.022618766874074936, -0.0012760587269440293, -0.04123421013355255, -0.018115030601620674, -0.03983304649591446, -0.003678051522001624, 0.003978300839662552, -0.027622917667031288, 0.02802325040102005, 0.03222673758864403, 0.008707224391400814, -0.007456186227500439, 0.004328591283410788, -0.06485380977392197, -0.0010508719133213162, 0.04363620653748512, -0.0041784667409956455, -0.006755605340003967, 0.027622917667031288, -0.004879048094153404, -0.03723089024424553, 0.006655522156506777, 0.03663039207458496, -0.0036530308425426483, -0.020216772332787514, -0.003878217888996005, -0.008807307109236717, 0.009357764385640621, -0.005154276266694069, 0.016713866963982582, 0.0021768060978502035, 0.04944102093577385, 0.004078383557498455, -0.007656352128833532, -0.02291901595890522, 0.017014116048812866, 0.02862374857068062, -0.007606311235576868, 0.04123421013355255, 0.009357764385640621, 0.023719679564237595, 0.017014116048812866, 0.02962457947432995, -0.0264219231903553, 0.02702242136001587, 0.03302740305662155, -0.009758096188306808, 0.00600498216226697, 0.051242515444755554, -0.01891569420695305, 0.0560465008020401, -0.0008569610072299838, -0.02091735415160656, 0.00012353999773040414, 0.011709715239703655, -0.005904898978769779, -0.04083387926220894, -0.00036749237915501, 0.001763963489793241, -0.021617935970425606, -0.025821423158049583, 0.012410296127200127, 0.01065884344279766, 0.17854814231395721, -0.03222673758864403, 0.034828897565603256, 0.00535444263368845, 0.005904898978769779, -0.03162623941898346, -0.0003237060736864805, -0.017014116048812866, 0.020216772332787514, -0.00130733463447541, 0.0005942429997958243, -0.023619595915079117, -0.004854027181863785, 0.0264219231903553, 0.04143437743186951, 0.0003753113851416856, 0.01781478151679039, -0.007105895318090916, -0.014111707918345928, 0.0592491589486599, -0.00019156518101226538, 0.04343603923916817, 0.002001660643145442, 0.01451204065233469, -0.006305231247097254, 0.003803155617788434, -0.044036537408828735, 0.025321008637547493, 0.03602989390492439, 0.004428674466907978, -0.02702242136001587, -0.0239198449999094, -0.018515363335609436, 0.030425244942307472, 0.03923254832625389, 0.03062540851533413, 0.05364450812339783, 0.009357764385640621, -0.024720510467886925, -0.007556269410997629, -0.04063371196389198, -0.0001454331650165841, 0.04643853008747101, -0.012460337951779366, -0.014812289737164974, -0.07366111874580383, 0.07366111874580383, 0.05204318091273308, -0.0046038199216127396, 0.033828068524599075, -0.011259341612458229, 0.004628840833902359, -0.017714697867631912, -0.023319346830248833, 0.00990822073072195, 0.043035708367824554, -0.05644683167338371, 0.0024019929114729166, 0.011509549804031849, 0.05764782801270485, 0.009808137081563473, 0.008507058024406433, -0.00940780621021986, -0.019516192376613617, 0.013611293397843838, -0.004203487653285265, 0.025220924988389015, -0.03623006120324135, -0.055245835334062576, 0.010758927091956139, 0.0003346526646055281, -0.03663039207458496, -0.004904068540781736, 0.037431057542562485, 0.007856518030166626, 0.013611293397843838, 0.03422839939594269, 0.029224246740341187, -0.0239198449999094, 0.00040345973684452474, -0.005079213995486498, 0.04583803191781044, -0.03562956303358078, -0.008056684397161007, 0.041034046560525894, 0.018715528771281242, -0.01931602507829666, 0.06004982441663742, 0.03602989390492439, 0.006705563515424728, -0.03983304649591446, -0.028823914006352425, -0.011309383437037468, -0.021217603236436844, -0.02702242136001587, -0.006330252159386873, 0.04964118450880051, 0.015312704257667065, -0.002889897907152772, 0.01941610872745514, -0.0032526988070458174, 0.018014946952462196, -0.003928259015083313, -0.02492067590355873, -0.005104234907776117, 0.011559591628611088, 0.03362790122628212, -0.0264219231903553, 0.014712206088006496, -0.053244177252054214, 0.04023338109254837, 0.045037366449832916, -0.0018014946253970265, 0.02281893417239189, -0.004879048094153404, -0.01145950797945261, -0.0239198449999094, 0.07646343857049942, -0.008557099848985672, -0.18655477464199066, 0.016413617879152298, -0.015913203358650208, 0.013611293397843838, 0.04223504289984703, 0.03883221745491028, 0.04904068633913994, -5.903335477341898e-05, 0.036830559372901917, 0.0033277610782533884, -0.025220924988389015, 0.02041693963110447, -0.02442026138305664, 0.00293993903324008, -0.03262706845998764, 0.009758096188306808, -0.008757266215980053, -0.03582972660660744, 0.0041034044697880745, 0.025321008637547493, 0.031225906684994698, -0.023219265043735504, 0.00587987806648016, 0.0055546085350215435, 0.03763122484087944, -0.01451204065233469, -0.06645513325929642, -8.131747017614543e-05, -0.029824744910001755, -0.011309383437037468, -0.017014116048812866, 0.0198164414614439, -0.02702242136001587, 0.02502075955271721, 0.038031551986932755, -0.07646343857049942, 0.040033213794231415, 0.017414448782801628, 0.02542109228670597, 0.025321008637547493, 0.022018268704414368, -0.006080044433474541, -0.016914034262299538, 0.010058345273137093, 0.017214283347129822, -0.03402823209762573, 0.06885713338851929, 0.009107557125389576, 0.030225077643990517, -0.006605480797588825, -0.050642017275094986, 0.03262706845998764, -0.022218434140086174, -0.028223415836691856, -0.009307722561061382, 0.014612123370170593, 0.00895743165165186, -0.031426072120666504, 0.013611293397843838, 0.18575412034988403, -0.04163454473018646, -0.005379463545978069, 0.0035029063001275063, 0.02341943047940731, -0.05404484272003174, 0.015713036060333252, 0.03602989390492439, -0.0378313884139061, 0.03322756662964821, -0.03863205015659332, 0.009107557125389576, 0.054845504462718964, -0.007256020326167345, -0.024220094084739685, 0.020617105066776276, -0.024720510467886925, -0.007105895318090916, 0.008206808939576149, -0.006905729416757822, -0.020216772332787514, 0.015612953342497349, -0.030225077643990517, -0.02401992864906788, 0.020116690546274185, 0.008607141673564911, -0.026822254061698914, 0.0010070855496451259, -0.03983304649591446, 0.014612123370170593, 0.012060006149113178, -0.012310213409364223, -0.003527926979586482, -0.016513701528310776, -0.007406144868582487, -0.007356103044003248, 0.020116690546274185, 0.001000830321572721, 0.003602989250794053, 0.0560465008020401, -0.026622088626027107, 0.04023338109254837, -0.007556269410997629, 0.01431187428534031, -0.017114199697971344, -0.030425244942307472, -0.04643853008747101, -0.07766443490982056, 0.01791486330330372, -0.015612953342497349, 0.01941610872745514, 0.01301079522818327, 0.01931602507829666, 0.0018140050815418363, -0.04183470830321312, 0.0264219231903553, 0.0034028233494609594, 0.029824744910001755, 0.01621345244348049, -0.02802325040102005, -0.01581311970949173, -0.024120012298226357, 0.006905729416757822, -0.03923254832625389, -0.041034046560525894, 0.026822254061698914, -0.06165115162730217, -0.011909880675375462, -0.016713866963982582, -0.03502906486392021, 0.01175975613296032, 0.004904068540781736, 0.005104234907776117, -0.01681395061314106, 0.011809797957539558, -0.02702242136001587, -0.017014116048812866, 0.012460337951779366, -0.038431886583566666, -0.007906559854745865, 0.03502906486392021, 0.0107088852673769, 0.01200996432453394, 0.007105895318090916, 0.03522922843694687, -0.02091735415160656, 0.010258511640131474, 0.016914034262299538, -0.004553778562694788, -0.0010946582769975066, 0.03302740305662155, 0.03402823209762573, 0.013711376115679741, -0.001463714404962957, -0.006905729416757822, -0.003452864708378911, -0.003527926979586482, 0.013411127030849457, -0.020016606897115707, 0.004829006269574165, -0.016513701528310776, 0.027222586795687675, -0.014111707918345928, -0.006705563515424728, 0.031826406717300415, -0.009607971645891666, -0.01301079522818327, 0.012060006149113178, 0.013110877946019173, 0.012910711579024792, 0.0003596734313759953, -0.014812289737164974, -0.006455355789512396, -0.031225906684994698, 0.010108386166393757, 0.04824002459645271, -0.013811458833515644, -0.010108386166393757, -0.01991652324795723, 0.0019766399636864662, 0.04143437743186951, 0.018415279686450958, -0.018014946952462196, 0.05084218457341194, -0.038031551986932755, 0.009557929821312428, -0.010208469815552235, 0.014211790636181831, 0.004904068540781736, 0.04964118450880051, -0.007906559854745865, -0.02281893417239189, -0.0010946582769975066, -0.017014116048812866, 0.0021017438266426325, -0.0119599224999547, 0.02181810326874256, 0.03422839939594269, -0.033828068524599075, 0.00840697530657053, -0.01991652324795723, 0.01551287155598402, -0.011309383437037468, 0.024120012298226357, 0.04984135180711746, 0.0045287576504051685, -0.04824002459645271, -0.0021017438266426325, 0.04543770104646683, 0.04623836651444435, -0.03162623941898346, 0.0027147524524480104, -0.012060006149113178, 0.0013386106584221125, 0.007055853959172964, 0.004728923551738262, 0.036430228501558304, -0.011509549804031849, 0.002464544726535678, 0.025120843201875687, -0.014011625200510025, -0.019516192376613617, -0.029224246740341187, -0.011559591628611088, 0.005504567176103592, 0.044036537408828735, 0.01145950797945261, -0.004128425382077694, 0.014111707918345928, -0.013511210680007935, -0.000459756440250203, 0.007606311235576868, 0.06205148622393608, 0.018515363335609436, 0.01321096159517765, -0.0009320232784375548, -0.02452034316956997, -0.03602989390492439, 0.034428566694259644, -0.025821423158049583, -0.01200996432453394, -0.005054193083196878, 0.02452034316956997, -0.04423670470714569, 0.004053363110870123, 0.007806476671248674, -0.002514586318284273, -0.044637035578489304, 0.028423581272363663, -0.02041693963110447, -0.045037366449832916, -0.04063371196389198, 0.02492067590355873, -0.010859009809792042, 0.04323587194085121, -0.028423581272363663, 0.0015075007686391473, 0.00915759801864624, -0.012660504318773746, -0.0019516191678121686, -0.020216772332787514, -0.047639522701501846, -0.01145950797945261, -0.019516192376613617, -0.0255211740732193, -0.00545452581718564, 0.00775643577799201, 0.00012119430903112516, -0.028823914006352425, 0.009357764385640621, -0.015012456104159355, -0.01221013069152832, -0.017514532431960106, -0.0009758095839060843, -0.010008303448557854, 0.0025771381333470345, -0.012560421600937843, -0.00447871582582593, -0.024320177733898163, 0.023019099608063698, -0.02442026138305664, 0.024120012298226357, -0.008056684397161007, 0.04123421013355255, 0.02542109228670597, -0.0070058126002550125, 0.03703072667121887, -0.03242690488696098, 0.04803985729813576, 0.047239191830158234, -0.0037781347054988146, 0.04023338109254837, -0.009457847103476524, -0.00025959036429412663, -0.015012456104159355, -0.02401992864906788, -0.04143437743186951, 0.03582972660660744, 0.03002491220831871, 0.004653861280530691, 0.044637035578489304, -0.006505397614091635, -0.007656352128833532, 0.012910711579024792, -0.004053363110870123, -0.010358594357967377, -0.014011625200510025, 0.014011625200510025, 0.02181810326874256, -0.018215114250779152, -0.020116690546274185, -0.00024395239597652107, 0.0255211740732193, 0.01581311970949173, -0.040033213794231415, 0.016413617879152298, -0.026822254061698914, -0.047239191830158234, -0.0013949073618277907, 0.04703902453184128, 0.0004660116392187774, 0.001676390878856182, 0.018715528771281242, 0.023319346830248833, -0.027422752231359482, 0.017514532431960106, 0.015212622471153736, 0.007055853959172964, -0.023219265043735504, -0.03522922843694687, -0.010158427990972996, -0.007506228052079678, -0.02492067590355873, -0.04343603923916817, -0.02962457947432995, 0.06525413691997528, -0.020517023280262947, -0.05244351178407669, 0.01581311970949173, -0.008807307109236717, 0.006905729416757822, 0.037431057542562485, -0.006380293518304825, 0.00940780621021986, -0.023719679564237595, 0.0214177705347538, -0.015212622471153736, 0.0003502906474750489, 0.011609632521867752, -0.02492067590355873, -0.01881561242043972, 0.0045287576504051685, -0.14251825213432312, 0.0011884859995916486, 0.03422839939594269, -0.029824744910001755, -0.004829006269574165, 0.010608801618218422, -0.021117521449923515, 0.039032384753227234, 0.018615445122122765, 0.02091735415160656, -0.0029774701688438654, -0.018515363335609436, -0.00545452581718564, -0.021217603236436844, -0.01941610872745514, 0.03723089024424553, 0.05964948982000351, -0.005654691718518734, 0.026822254061698914, 0.00815676711499691, -0.04803985729813576, 0.006255189888179302, 0.014011625200510025, 0.022318517789244652, 0.034428566694259644, 0.01941610872745514, -0.005604650359600782, 0.03923254832625389, 5.277816399029689e-06, 0.00895743165165186, -0.015312704257667065, 0.01831519603729248, 0.010008303448557854, -0.06045015528798103, -0.0040283421985805035, -0.025821423158049583, 0.015312704257667065, 0.019616274163126945, 0.014111707918345928, 0.0046038199216127396, -0.026822254061698914, 0.0022268476895987988, 0.044036537408828735, 0.04563786834478378, -0.011559591628611088, 0.004628840833902359, -0.022618766874074936, -0.000286174938082695, -0.0029524494893848896, 0.03202657029032707, 0.01145950797945261, 0.008256850764155388, 0.034428566694259644, -0.012360255233943462, -0.006080044433474541, 0.032827235758304596, -0.03863205015659332, -0.03002491220831871, -0.005254359450191259, 0.031225906684994698, -0.01891569420695305, 0.030225077643990517, -0.010058345273137093, -0.02281893417239189, 0.0041034044697880745, 0.020517023280262947, -0.01301079522818327, 0.004403653554618359, -0.015112538821995258, 0.006955770775675774, -0.02281893417239189, 0.012910711579024792, 0.021117521449923515, 0.008056684397161007, 0.0214177705347538, -0.011059176176786423, 0.011559591628611088, 0.003978300839662552, 0.010058345273137093, 0.00228939950466156, 0.04123421013355255, -0.02442026138305664, -0.019616274163126945, 0.05004151910543442, 0.0264219231903553, 0.010058345273137093, 0.03302740305662155, 0.009007473476231098, -0.013911541551351547, -0.03222673758864403, 0.01301079522818327, 0.024220094084739685, 0.0107088852673769, -0.00840697530657053, -0.018615445122122765, 0.010558760724961758, 0.024320177733898163, 0.03703072667121887, -1.163074284704635e-05, 0.00228939950466156, -0.01731436513364315, 0.017514532431960106, -0.014812289737164974, -0.04523753374814987, 0.09047506749629974, 0.011809797957539558, -0.00023456962662748992, -0.02962457947432995, -0.022118352353572845, 0.02502075955271721, 0.007806476671248674, 0.005854857619851828, -0.00057234987616539, 0.049240853637456894, 0.0010884030489251018, -0.044637035578489304, 0.01581311970949173, 0.014411957003176212, 0.04523753374814987, 0.02081727236509323, -0.004053363110870123, -0.0255211740732193, 0.015012456104159355, 0.002539606997743249, 0.0016889013350009918, -0.013711376115679741, 0.0018890673527494073, 0.013611293397843838, -0.009057515300810337, 0.05004151910543442, 0.030425244942307472, -0.0003784389700740576, 0.004278549924492836, -0.050642017275094986, 0.042034875601530075, 0.02341943047940731, -0.006355273071676493, -0.03162623941898346, 0.046038199216127396, -0.001376141794025898, -0.035429395735263824, -0.01221013069152832, 0.005729753989726305, -0.02131768688559532, 0.015412787906825542, -0.008807307109236717, 0.06045015528798103, 0.012610462494194508, -0.006605480797588825, 0.006755605340003967, -0.003602989250794053, -0.015713036060333252, 0.02041693963110447, -0.014712206088006496, 0.025321008637547493, -0.026221755892038345, 0.016513701528310776, -0.016914034262299538, -0.00470390310510993, -0.03723089024424553, 0.02401992864906788, 0.016013285145163536, -0.0119599224999547, 0.0018014946253970265, 0.050642017275094986, -0.024720510467886925, -0.03422839939594269, -0.007356103044003248, -0.021117521449923515, -0.009808137081563473, -0.0037280931137502193, 0.00940780621021986, 0.027823083102703094, -0.11929897964000702, -0.012360255233943462, 0.017114199697971344, 0.010308552533388138, 0.012910711579024792, -0.008457017131149769, 0.011109217070043087, 0.015412787906825542, 0.02341943047940731, 0.02902408130466938, -0.009257681667804718, -0.002064212691038847, 0.022518683224916458, 0.006905729416757822, -0.007606311235576868, 0.03062540851533413, -0.008907390758395195, 0.0724601224064827, 0.04083387926220894, -0.0026897317729890347, -0.003678051522001624, -0.003878217888996005, -0.02542109228670597, -0.02131768688559532, 0.001763963489793241, -0.0035779685713350773, 0.04063371196389198, 0.015112538821995258, -0.0009507889044471085, 0.03703072667121887, -0.006305231247097254, 0.004954110365360975, -0.007556269410997629, 0.014712206088006496, -0.012560421600937843, 0.013110877946019173, 0.018014946952462196, 0.007105895318090916, 0.004003321286290884, 0.0378313884139061, -0.013311044313013554, -0.02291901595890522, 0.02191818505525589, -0.010208469815552235, 0.006555438973009586, -0.025220924988389015, -0.004553778562694788, -0.0528438463807106, 0.009958261623978615, 0.04223504289984703, 0.03162623941898346, 0.010008303448557854, -0.031426072120666504, 0.03162623941898346, 0.017414448782801628, 0.02502075955271721, 0.016013285145163536, 0.0032526988070458174, 0.013711376115679741, 0.008807307109236717, -0.00010946582187898457, -0.04183470830321312, -0.012660504318773746, 0.019115859642624855, -0.02862374857068062, 0.03362790122628212, -0.004879048094153404, 0.009357764385640621, 0.021117521449923515, 0.025220924988389015, 0.017214283347129822, 0.013911541551351547, 0.016513701528310776, 0.022018268704414368, 0.030825575813651085, -0.0033027403987944126, 0.015012456104159355, 0.006180127616971731, -0.04543770104646683, 0.025120843201875687, 0.010358594357967377, 0.03322756662964821, -0.018715528771281242, -0.0001876556925708428, 0.003903238335624337, -0.04583803191781044, -0.004153445828706026, -0.02091735415160656, 0.012110047042369843, 0.0510423481464386, -0.014111707918345928, -0.03703072667121887, 0.04123421013355255, 0.002589648589491844, 0.018014946952462196, -0.017014116048812866, 0.023319346830248833, 0.00545452581718564, 0.011709715239703655, 0.011659673415124416, -0.003878217888996005, -0.010058345273137093, -0.008857348933815956, 0.04363620653748512, 0.010558760724961758, -0.02962457947432995, -0.005954940337687731, -0.0040283421985805035, 0.015212622471153736, 0.0031025740318000317, -0.025821423158049583, -0.01321096159517765, -0.03162623941898346, -0.03723089024424553, 0.03102574311196804, 0.035429395735263824, -0.006655522156506777, 0.005704733543097973, 0.022118352353572845, 0.014712206088006496, -0.010158427990972996, -0.008807307109236717, -0.02802325040102005, 0.0010508719133213162, 0.013711376115679741, -0.020617105066776276, 0.009307722561061382, -0.008306891657412052, 0.016413617879152298, -0.02962457947432995]}\n",
      "{'doc_id': 'demo-001', 'chunk_id': 4, 'text': ', pueden generar texto coherente, traducir idiomas y resolver problemas complejos. El entrenamiento de estos sistemas requiere infraestructuras distribuidas extremadamente potentes. El paralelismo de datos y el paralelismo de modelo permiten dividir la carga computacional entre múltiples GPUs o nodos especializados. Sin embargo, la fase de inferencia presenta retos distintos. Aunque es menos intensiva que el entrenamiento, la inferencia a gran escala —como en servicios públicos de IA— requiere optimización constante para reducir latencia y consumo de recursos. Técnicas de chunking y recuperación semántica En sistemas basados en recuperación aumentada', 'source': 'local_demo', 'metadata': {'title': 'Demo', 'doc_id': 'demo-001'}, 'embedding': [0.012115830555558205, -0.11231182515621185, -0.011346572078764439, 0.011635043658316135, 0.04500165954232216, 0.03980915993452072, -0.020962310954928398, -0.21077699959278107, -0.046155545860528946, 0.0661562830209732, 0.017692958936095238, -0.08231072872877121, 0.04000147432088852, -0.00793298427015543, -0.07192572951316833, 0.09077257663011551, -0.06769479811191559, -0.02240467071533203, -0.06769479811191559, -0.02903953194618225, 0.01750064454972744, 0.09577275812625885, 0.013173562474548817, 0.025193234905600548, 0.011058099567890167, 0.009856132790446281, -0.023462403565645218, -0.09346497803926468, 0.046155545860528946, 0.006634859833866358, -0.012692775577306747, 0.03903989866375923, -0.0415399894118309, -0.022212356328964233, -0.0020313248969614506, -0.008173378184437752, 0.000841377186588943, 0.008990716189146042, 0.0010998001089319587, 0.08384924381971359, -0.023654717952013016, 0.02336624450981617, -0.01586596854031086, -0.019423792138695717, -0.02500092051923275, -0.14769776165485382, -0.0071637253277003765, -0.012981247156858444, -0.01206775289028883, -0.01596212573349476, -0.02317393198609352, -0.047117117792367935, -0.006731017492711544, -0.04057841747999191, -0.004086689092218876, 0.02827027067542076, 0.008077220991253853, 0.005817521829158068, -0.021346939727663994, -0.0005348754930309951, -0.028462586924433708, -0.1407744139432907, -0.14538995921611786, -0.019327634945511818, 0.02413550578057766, 0.00788490567356348, -0.008461849763989449, -0.03903989866375923, 0.04423239827156067, -0.01923147775232792, -0.028077956289052963, -0.03250119835138321, -0.00497614499181509, 0.027308696880936623, 0.026924069970846176, 0.03846295550465584, 0.0037741772830486298, -0.025193234905600548, 0.007596433628350496, 0.06384850293397903, 0.017212171107530594, 0.021923884749412537, 0.026924069970846176, 0.012404303066432476, -0.00562520744279027, 0.056925173848867416, 0.02163541130721569, 0.014231293462216854, 0.0007752689416520298, 0.009231110103428364, -0.018654532730579376, 0.048655640333890915, -0.022693144157528877, -0.027116382494568825, -0.025193234905600548, -0.005048262886703014, -0.04384776949882507, -0.012019673362374306, -0.012692775577306747, -0.010961942374706268, -0.005264617037028074, -0.00875032227486372, -0.0004657623649109155, -0.06230999156832695, 0.01500055193901062, 0.06307924538850784, -0.04423239827156067, -0.027693327516317368, 0.0750027671456337, -0.08577238768339157, 0.028847217559814453, 0.0330781415104866, -0.050386469811201096, 0.03980915993452072, 0.012788932770490646, -0.017885273322463036, -0.04884795472025871, 0.0004176836519036442, 0.020193051546812057, 0.005985797382891178, -0.011875437572598457, 0.020193051546812057, -0.04077073186635971, -0.015289025381207466, -0.0027044264134019613, 0.00870224367827177, -0.04327082261443138, -0.011106178164482117, 0.02980879135429859, -0.009471503086388111, -0.02750101312994957, -0.04077073186635971, -0.0048319087363779545, 0.0007932984735816717, 0.02413550578057766, -0.024616291746497154, -0.03077036328613758, 0.012404303066432476, 0.018846847116947174, -0.01033691968768835, -0.03442434221506119, 0.006682938430458307, -0.023943189531564713, -0.017019856721162796, 0.007644512690603733, 0.0027284659445285797, 0.01004844717681408, -0.01033691968768835, -0.00879840087145567, 0.005216538440436125, 0.0035097445361316204, 0.005120380781590939, 0.017789117991924286, -0.0013221640838310122, -0.02500092051923275, 0.041732307523489, 0.013750506564974785, 0.025385551154613495, -0.010577312670648098, -0.015481339767575264, 0.009904210455715656, -0.004014570731669664, -0.02500092051923275, -0.019712265580892563, -0.02413550578057766, -0.02000073716044426, 0.018846847116947174, -0.03653980791568756, -0.01586596854031086, -0.041924621909856796, -0.022116199135780334, 0.03500128909945488, 0.02153925597667694, 0.019327634945511818, -0.020481523126363754, -0.015673654153943062, -0.03153962269425392, -0.023847030475735664, -0.02327008731663227, -0.025577865540981293, 0.03000110387802124, -0.027308696880936623, 0.003101075766608119, -0.027116382494568825, 0.017981432378292084, 0.04250156506896019, 0.03192425146698952, -0.0165390707552433, -0.023750875145196915, -0.006490623578429222, -0.0500018410384655, -0.032885827124118805, -0.04923258349299431, -0.019423792138695717, 0.010673469863831997, -0.04346313700079918, 0.028847217559814453, 0.02750101312994957, 0.0020313248969614506, -0.011442728340625763, 0.004254964180290699, -0.0584636926651001, -0.001057731220498681, 0.055386655032634735, -0.013269719667732716, -0.018846847116947174, 0.018462220206856728, 9.67208052315982e-06, -0.04442471265792847, 0.005456931889057159, 0.041924621909856796, -2.8734530133078806e-05, 0.014423608779907227, -0.03442434221506119, -0.007692590821534395, 0.017116015776991844, 0.005168459843844175, 0.03442434221506119, 0.0027525052428245544, 0.05577128753066063, 0.004279003944247961, 0.004639593884348869, -0.028462586924433708, 0.023558558896183968, 0.03077036328613758, -0.028847217559814453, 0.032116565853357315, 0.004206886049360037, 0.04077073186635971, 0.010288841091096401, 0.011538886465132236, -0.049617212265729904, 0.02000073716044426, -0.0003906393831130117, 0.004038610495626926, 0.01004844717681408, 0.03000110387802124, -0.004855948034673929, 0.05923295021057129, 0.041732307523489, -0.014519765973091125, 0.0028606820851564407, 0.0019231477053835988, -0.00826953537762165, -0.035385917872190475, 0.009904210455715656, 0.006971410941332579, -0.014712079428136349, -0.030962679535150528, 0.012308145873248577, 0.047117117792367935, 0.09654202312231064, -0.019327634945511818, 0.0580790638923645, -0.0019832460675388575, -0.012019673362374306, -0.029616475105285645, 0.0015865969471633434, -0.014231293462216854, 0.020577682182192802, 0.0022356591653078794, -0.0061540729366242886, -0.021443096920847893, -0.0005949738551862538, -0.008173378184437752, 0.05077110230922699, -0.016923699527978897, 0.04096304625272751, -0.01990457996726036, -0.012788932770490646, 0.05961758270859718, 0.0012320165988057852, 0.012788932770490646, -0.0020914231427013874, 0.01923147775232792, 0.036924440413713455, 0.015192867256700993, -0.038847584277391434, 0.03807832673192024, 0.011779279448091984, 0.005817521829158068, -0.026154808700084686, -0.02240467071533203, 0.017308330163359642, 0.00042669838876463473, 0.04654017463326454, 0.0584636926651001, 0.05077110230922699, 0.005480971187353134, -0.029424158856272697, -0.0165390707552433, -0.02009689435362816, -0.007644512690603733, 0.04827101156115532, -0.018943006172776222, -0.011154256761074066, -0.09077257663011551, 0.06538702547550201, 0.04557860270142555, -0.027693327516317368, 0.019519949331879616, 0.00025692052440717816, 0.014519765973091125, 0.002884721616283059, 0.011442728340625763, 0.012885089963674545, 0.028654901310801506, -0.055386655032634735, 0.023558558896183968, -0.013365876860916615, 0.046924807131290436, 0.0013161542592570186, 0.009231110103428364, -0.009327266365289688, 0.01836606115102768, -0.00913495197892189, -0.01836606115102768, 0.02076999470591545, -0.012019673362374306, -0.07577202469110489, 0.012019673362374306, 0.01000036858022213, -0.03769369423389435, 0.0008894558413885534, 0.035385917872190475, 0.051155731081962585, -0.027693327516317368, 0.036347489804029465, 0.037116751074790955, -0.028654901310801506, -0.005432892125099897, -0.01033691968768835, 0.07154109328985214, -0.011154256761074066, 0.014327450655400753, 0.03077036328613758, 0.04519397020339966, -0.008606085553765297, 0.031154995784163475, 0.038847584277391434, -0.0016707346076145768, -0.04807869344949722, -0.016058282926678658, -0.005456931889057159, -0.030962679535150528, -0.04827101156115532, -0.021058468148112297, 0.02500092051923275, 0.02980879135429859, 0.00870224367827177, -0.03750138357281685, 0.003461665939539671, 0.022885456681251526, -0.01759680174291134, -0.03403971344232559, -0.00836569257080555, 0.03673212230205536, 0.020385365933179855, -0.030578050762414932, -0.006442544981837273, -0.054617393761873245, 0.006057915277779102, 0.05154035985469818, -0.018558375537395477, 0.017789117991924286, -0.031154995784163475, -0.009808053262531757, -0.04673248901963234, 0.0919264629483223, 0.0165390707552433, -0.15385182201862335, 0.044617027044296265, -0.0058656008914113045, 0.003413587110117078, 0.03519360348582268, 0.03500128909945488, 0.07346424460411072, 0.017981432378292084, 0.013942821882665157, -0.005096341483294964, -0.018750691786408424, 0.007211804389953613, -0.037886012345552444, 0.00023588608019053936, 0.005408852826803923, 0.027693327516317368, -0.012308145873248577, -0.009375345893204212, 0.010529234074056149, 0.016058282926678658, 0.021443096920847893, -0.016058282926678658, 0.00394245283678174, 0.012692775577306747, 0.036347489804029465, 0.0038943744730204344, -0.09038794040679932, -0.017885273322463036, -0.019808420911431313, -0.007596433628350496, -0.0167313851416111, 0.009904210455715656, -0.05154035985469818, 0.025193234905600548, 0.03846295550465584, -0.08654164522886276, 0.046155545860528946, 0.016346756368875504, 0.043655455112457275, 0.03192425146698952, 0.002980878809466958, 0.01076962798833847, -0.012596617452800274, 0.0005949738551862538, 0.03077036328613758, -0.027885643765330315, 0.07961831986904144, -0.002524131443351507, 0.0039184135384857655, -0.008606085553765297, -0.03153962269425392, 0.03673212230205536, -0.039616841822862625, -0.0332704558968544, -0.03557823598384857, -0.012596617452800274, -0.009423423558473587, -0.02173156850039959, -0.0025361510924994946, 0.18616069853305817, -0.01836606115102768, -0.015192867256700993, -0.006057915277779102, 0.0334627702832222, -0.011442728340625763, 0.001328173908405006, 0.056155912578105927, -0.04096304625272751, 0.04519397020339966, -0.03077036328613758, -0.006057915277779102, 0.017116015776991844, 0.006779095623642206, -0.03769369423389435, 0.014519765973091125, -0.014904395677149296, -0.03269351273775101, 0.021827727556228638, -0.02577017992734909, -0.016250599175691605, 0.03653980791568756, -0.02923184633255005, -0.021058468148112297, 0.013846663758158684, -0.009904210455715656, -0.01500055193901062, 0.00913495197892189, -0.026154808700084686, 0.030962679535150528, 0.017885273322463036, 0.016827544197440147, 0.013558191247284412, -0.0165390707552433, -0.023943189531564713, 0.036347489804029465, 0.006490623578429222, -0.024327820166945457, -0.013654348440468311, 0.06307924538850784, -0.027116382494568825, 0.03423203155398369, -0.030193418264389038, 0.011010020971298218, -0.03153962269425392, -0.031347308307886124, -0.04750175029039383, -0.07769516855478287, 0.00459151528775692, -0.00951958168298006, 0.03923221305012703, 0.032885827124118805, 0.012885089963674545, 0.04423239827156067, -0.07961831986904144, 0.0580790638923645, 0.007836827076971531, 0.02673175372183323, 0.010144604369997978, -0.0413476787507534, -0.014712079428136349, -0.01576981134712696, 0.011106178164482117, -0.031154995784163475, -0.013846663758158684, 0.016923699527978897, -0.05192498862743378, -0.022693144157528877, -0.000214851665077731, -0.02903953194618225, 0.013846663758158684, -0.006586781237274408, -0.007788748946040869, -0.03980915993452072, -0.011490807868540287, -0.021827727556228638, -0.018943006172776222, 0.027116382494568825, 0.0025601903907954693, 0.014231293462216854, 0.05500202625989914, 0.010192682966589928, -0.00961573887616396, -0.012404303066432476, 0.03250119835138321, -0.028077956289052963, 0.0028606820851564407, 0.02009689435362816, 0.04654017463326454, -0.011106178164482117, 0.030578050762414932, 0.03269351273775101, 0.017981432378292084, -0.005480971187353134, 0.00018705616821534932, -0.00018480248400010169, -0.04384776949882507, 0.0332704558968544, -0.007356039714068174, -0.0057454039342701435, -0.004062649793922901, 0.049617212265729904, 0.027885643765330315, -0.022020041942596436, 0.031154995784163475, 0.009038794785737991, -0.013365876860916615, 0.01538518164306879, -0.0002418959338683635, 0.023462403565645218, 0.0031251150649040937, 0.00750027596950531, -0.019712265580892563, -0.03269351273775101, -5.6342221796512604e-05, 0.05384813994169235, -0.023943189531564713, -0.008413772098720074, -0.027308696880936623, 0.003173193894326687, 0.06230999156832695, 0.01923147775232792, -0.013365876860916615, 0.05307887867093086, -0.036347489804029465, -0.002391914837062359, 0.0020673838444054127, 0.017019856721162796, -0.00019982707453891635, 0.046155545860528946, -0.01990457996726036, 0.013269719667732716, -0.0019832460675388575, -0.003245311789214611, -0.00218758056871593, -0.0026924069970846176, 0.0053367349319159985, 0.00033805330167524517, 0.0015865969471633434, 0.024327820166945457, 0.010817705653607845, 0.0332704558968544, -0.026154808700084686, 0.03077036328613758, 0.05577128753066063, -0.00480786943808198, -0.05154035985469818, -0.009086872451007366, 0.035385917872190475, 0.028462586924433708, -0.05269424989819527, -0.0021515213884413242, -0.009327266365289688, 0.021443096920847893, 0.03442434221506119, 0.004182846285402775, 0.0030169382225722075, -0.02009689435362816, -0.0024520133156329393, 0.0009916230337694287, -0.038655269891023636, -0.0039184135384857655, -0.04077073186635971, 0.003040977520868182, -0.004615555051714182, 0.06000220775604248, 0.010529234074056149, -0.007019489072263241, -0.017116015776991844, -0.030578050762414932, -0.007356039714068174, 0.017789117991924286, 0.041924621909856796, 0.01538518164306879, 0.028462586924433708, -0.02403934672474861, -0.0028727019671350718, -0.034616660326719284, 0.026347124949097633, -0.004519397392868996, 0.002007285365834832, 0.009567659348249435, 0.03077036328613758, -0.0330781415104866, 0.003966492135077715, 0.02009689435362816, -0.020481523126363754, -0.04807869344949722, 0.005937718786299229, -0.009663817472755909, -0.056155912578105927, -0.03403971344232559, 0.03250119835138321, -0.006827174220234156, 0.06269461661577225, -0.022212356328964233, 0.01759680174291134, 0.017212171107530594, -0.03577054664492607, -0.004879987332969904, -0.018943006172776222, -0.04673248901963234, -0.006394466385245323, -0.012981247156858444, -0.01750064454972744, -0.006634859833866358, 0.005000184290111065, -3.2490679586771876e-05, -0.02076999470591545, 0.004567475989460945, -0.03557823598384857, -0.0058656008914113045, 0.002980878809466958, -0.003966492135077715, 0.00018330002785660326, 0.018654532730579376, -0.006923331879079342, -0.018173744902014732, -0.03577054664492607, 0.02317393198609352, -0.03173193708062172, 0.05500202625989914, -0.011683122254908085, 0.034616660326719284, 0.013558191247284412, 0.010625391267240047, 0.06346387416124344, -0.025193234905600548, 0.03403971344232559, 0.034616660326719284, 0.0035578233655542135, 0.038847584277391434, -0.0415399894118309, 0.013654348440468311, -0.014327450655400753, -0.030578050762414932, -0.0500018410384655, 0.04577091336250305, 0.0166352279484272, 0.01413513533771038, 0.04730943590402603, -0.031347308307886124, -0.006586781237274408, 0.004423239734023809, -0.004038610495626926, -0.0009195049642585218, -0.03423203155398369, 0.032885827124118805, 0.011010020971298218, -0.03500128909945488, -0.01759680174291134, -0.006442544981837273, 0.022212356328964233, 0.018654532730579376, -0.019423792138695717, 0.018846847116947174, -0.012981247156858444, -0.047886379063129425, 0.013173562474548817, 0.022693144157528877, -0.004014570731669664, -0.006779095623642206, 0.022885456681251526, 0.030193418264389038, -0.018077589571475983, 0.0031972331926226616, 0.02980879135429859, 0.0005859591183252633, -0.022020041942596436, -0.04557860270142555, 0.0053367349319159985, -0.017116015776991844, -0.0083176139742136, -0.019327634945511818, -0.010481155477464199, 0.056925173848867416, -0.027693327516317368, -0.061925359070301056, 0.022308513522148132, 0.002908760914579034, -0.03173193708062172, 0.04750175029039383, 0.007596433628350496, -0.004206886049360037, -0.017019856721162796, 0.015673654153943062, -0.002476052613928914, -0.020481523126363754, 0.013942821882665157, 0.0008654164848849177, -0.023943189531564713, -0.02500092051923275, -0.0911572054028511, 0.024808606132864952, 0.011202335357666016, -0.028654901310801506, -0.009231110103428364, 0.004206886049360037, 0.018750691786408424, 0.03192425146698952, -0.01500055193901062, 0.01033691968768835, -0.029616475105285645, -0.0030650165863335133, -0.03423203155398369, -0.02317393198609352, -0.005985797382891178, 0.03807832673192024, 0.04096304625272751, 0.0032212724909186363, 0.018943006172776222, -0.0035818626638501883, -0.000237388550885953, -0.0023558558896183968, 0.023654717952013016, 0.0017428527353331447, 0.02980879135429859, 0.012981247156858444, -0.030578050762414932, 0.07077183574438095, 0.015192867256700993, 0.00475979084149003, -0.0029207805637270212, -0.005456931889057159, 0.006634859833866358, -0.06077146902680397, -0.013846663758158684, -0.038655269891023636, -0.0006911312229931355, 0.010673469863831997, 0.018173744902014732, 0.011683122254908085, -0.04019378870725632, 0.013942821882665157, 0.032885827124118805, 0.06538702547550201, -0.002259698696434498, 0.009327266365289688, -0.025577865540981293, -0.0041588069871068, 0.013077404350042343, 0.012500460259616375, 0.002524131443351507, 0.02317393198609352, 0.002776544541120529, 0.01076962798833847, 0.016923699527978897, 0.020385365933179855, -0.034616660326719284, -0.022885456681251526, -0.00289674149826169, 0.036155179142951965, -0.028654901310801506, 0.03596286475658417, -0.01158696599304676, -0.014327450655400753, 0.03519360348582268, 0.03153962269425392, -0.018173744902014732, -0.002391914837062359, 0.035385917872190475, -0.012163910083472729, -0.006682938430458307, 0.032116565853357315, 0.03230888396501541, 0.0036299414932727814, -0.00913495197892189, -0.014327450655400753, 0.01836606115102768, 0.025193234905600548, 0.03000110387802124, -0.0037741772830486298, 0.04346313700079918, -0.0208661537617445, -0.025577865540981293, 0.025193234905600548, 0.008173378184437752, 0.018462220206856728, 0.026347124949097633, -0.011202335357666016, -0.004663633182644844, -0.02259698510169983, 0.0206738393753767, 0.0030049183405935764, 0.012596617452800274, -0.008173378184437752, -0.01500055193901062, -0.027693327516317368, 0.016923699527978897, -0.0008714263676665723, 0.0015385182341560721, 0.019423792138695717, -0.012260066345334053, 0.00788490567356348, -0.005529049783945084, -0.03519360348582268, 0.054617393761873245, 0.021443096920847893, 0.0053367349319159985, -0.025193234905600548, -0.041924621909856796, -0.0007662541465833783, -0.008029141463339329, 0.03577054664492607, -0.015096709132194519, 0.0584636926651001, -0.01125041488558054, -0.009231110103428364, 0.023077772930264473, 0.008221456781029701, 0.03403971344232559, 0.014038978144526482, 0.005288656335324049, -0.0010697509860619903, 0.02980879135429859, 0.006731017492711544, 0.029616475105285645, 0.002439993666484952, 0.009904210455715656, 0.023943189531564713, -0.02413550578057766, 0.04077073186635971, 0.04250156506896019, -0.0206738393753767, 0.011202335357666016, -0.07192572951316833, 0.0500018410384655, 0.003413587110117078, -0.0166352279484272, -0.04077073186635971, 0.012500460259616375, -0.02673175372183323, -0.04827101156115532, -0.037116751074790955, 0.011394650675356388, -0.02403934672474861, 0.024808606132864952, -0.0009555640863254666, 0.04077073186635971, 0.004687672946602106, -0.015096709132194519, -0.013077404350042343, 0.0039184135384857655, 0.00706756766885519, 0.02500092051923275, -0.01836606115102768, 0.015192867256700993, 0.0013401935575529933, 0.026924069970846176, 0.030962679535150528, 0.008654165081679821, -0.04750175029039383, 0.03000110387802124, 0.023943189531564713, -0.02153925597667694, -0.019423792138695717, 0.04846332222223282, -0.003245311789214611, -0.03230888396501541, 0.0002313787117600441, 0.009375345893204212, 0.023077772930264473, -0.01500055193901062, 0.028077956289052963, 0.03500128909945488, -0.1076962798833847, -0.005384813994169235, 0.022885456681251526, -0.0011959574185311794, -0.003293390618637204, -0.03923221305012703, 0.04250156506896019, 0.016442913562059402, 0.020962310954928398, -0.0020794034935534, -0.0206738393753767, -0.012788932770490646, 0.03596286475658417, 0.0016587149584665895, -0.025577865540981293, 0.01750064454972744, 0.011298492550849915, 0.06846406310796738, 0.021250782534480095, 0.0026803871151059866, -0.0004657623649109155, -0.00836569257080555, -0.042886193841695786, -0.027693327516317368, 0.020289208739995956, -0.022116199135780334, 0.04442471265792847, 0.022020041942596436, -0.002764524891972542, 0.021923884749412537, -0.018462220206856728, -0.006971410941332579, -0.010384997352957726, 0.010721548460423946, -0.014712079428136349, -9.57817701419117e-06, 0.03269351273775101, -0.004904026631265879, 0.010481155477464199, 0.05500202625989914, 0.003678019857034087, -0.025385551154613495, 0.007644512690603733, -0.027308696880936623, 0.01125041488558054, -0.014423608779907227, -0.006394466385245323, -0.0330781415104866, 0.014615923166275024, 0.032116565853357315, 0.03403971344232559, -0.009423423558473587, 0.004928066395223141, 0.02827027067542076, 0.015096709132194519, 0.007452197838574648, 0.04404008388519287, -0.010817705653607845, -0.0020914231427013874, -0.007788748946040869, 0.0041588069871068, -0.04423239827156067, 0.004423239734023809, 0.030578050762414932, -0.011635043658316135, 0.017692958936095238, -0.008125299587845802, 0.008173378184437752, -0.0010757606942206621, 0.024808606132864952, 0.013654348440468311, 0.0023558558896183968, 0.009471503086388111, 0.022789301350712776, 0.022885456681251526, 0.01586596854031086, 0.013269719667732716, 0.019712265580892563, -0.03077036328613758, 0.021443096920847893, 0.002524131443351507, 0.05500202625989914, -0.016346756368875504, -0.017981432378292084, -0.017789117991924286, -0.0415399894118309, -0.00875032227486372, -0.008942636661231518, 0.014808237552642822, 0.06269461661577225, -0.017116015776991844, -0.025193234905600548, 0.03653980791568756, 0.041732307523489, 0.013942821882665157, -0.033655088394880295, 0.022020041942596436, 0.029424158856272697, 0.013173562474548817, -0.0030529971700161695, 0.006298308726400137, 0.012981247156858444, -0.010625391267240047, 0.02250082977116108, 0.013654348440468311, -0.013173562474548817, 0.012885089963674545, 0.0008954656659625471, 0.0019231477053835988, 0.005529049783945084, -0.008990716189146042, -0.023558558896183968, 0.005216538440436125, -0.028654901310801506, 0.025385551154613495, 0.029616475105285645, -0.012211988680064678, 0.00836569257080555, 0.021827727556228638, -0.007115646731108427, -0.02827027067542076, -0.010625391267240047, -0.01576981134712696, 0.007259882986545563, -0.0010757606942206621, -0.004783829674124718, 0.013269719667732716, -0.031154995784163475, 0.02153925597667694, -0.02317393198609352]}\n",
      "{'doc_id': 'demo-001', 'chunk_id': 5, 'text': ' consumo de recursos. Técnicas de chunking y recuperación semántica En sistemas basados en recuperación aumentada (RAG), el modo en que se fragmenta la información influye directamente en la calidad de las respuestas generadas. El chunking basado únicamente en longitud puede cortar ideas a la mitad, afectando la coherencia del contexto recuperado. Por otro lado, el semantic chunking intenta agrupar fragmentos de texto que comparten significado. Este enfoque utiliza embeddings para medir similitud y decidir dónde dividir el contenido. Un umbral de similitud demasiado bajo puede generar fragmentos excesivamente grandes y heterogéne', 'source': 'local_demo', 'metadata': {'title': 'Demo', 'doc_id': 'demo-001'}, 'embedding': [-0.0004451231216080487, -0.10324466973543167, -0.014052745886147022, -0.0032741944305598736, 0.03938592970371246, 0.032311759889125824, -0.013670358806848526, -0.2095484435558319, -0.05659337341785431, 0.06271157413721085, 0.004230163525789976, -0.06768261641263962, 0.04932800680398941, -0.008747117593884468, -0.07112409919500351, 0.08756677061319351, -0.027340717613697052, -0.028679074719548225, -0.07074172049760818, -0.03154698386788368, 0.028487879782915115, 0.0764775350689888, 0.027723105624318123, 0.058505307883024216, 0.03881234675645828, 0.00650059012696147, -0.024186018854379654, -0.14607208967208862, 0.050857558846473694, -0.017303042113780975, -0.011854017153382301, -0.010993645526468754, -0.07074172049760818, -0.03670921549201012, -0.01577349193394184, -0.008842715062201023, 0.007695551495999098, -0.016442669555544853, 0.027914298698306084, 0.03862115368247032, -0.044165775179862976, 0.028487879782915115, -0.02657594159245491, -0.012905583716928959, -0.020170949399471283, -0.1346004456281662, -0.01902378536760807, -0.016060281544923782, 0.017398638650774956, -0.016442669555544853, -0.01510431244969368, -0.031929370015859604, -0.016251474618911743, -0.036326825618743896, -0.009129505604505539, -0.005950907710939646, 0.004851543344557285, 0.007599954959005117, -0.00965528842061758, 0.007838946767151356, -0.032311759889125824, -0.15601417422294617, -0.08756677061319351, -0.015582296997308731, 0.006357194855809212, -0.012427599169313908, -0.016155879944562912, -0.01940617337822914, 0.0095596918836236, -0.006739582400768995, -0.027723105624318123, -0.021318111568689346, -0.020744530484080315, 0.025619972497224808, 0.029443848878145218, 0.04282741993665695, -0.005759714171290398, -0.005616318434476852, 0.024855198338627815, 0.05659337341785431, -0.00461255107074976, 0.07341843098402023, 0.012332001700997353, 0.011854017153382301, -0.024281617254018784, 0.08718439191579819, 0.0057358150370419025, 0.003106899792328477, 0.004277961794286966, 0.0059031094424426556, -0.043783385306596756, 0.04206264391541481, -0.011710621416568756, 0.01959736831486225, 0.008938311599195004, 0.008173536509275436, -0.016920654103159904, -0.027914298698306084, -0.01548670046031475, -0.013765955343842506, -0.011232636868953705, -0.017781024798750877, 0.004015070386230946, -0.008890512399375439, -0.03441488742828369, 0.07991901785135269, -0.04206264391541481, -0.005377326160669327, 0.09483213722705841, -0.1001855656504631, 0.014817521907389164, 0.03766518458724022, -0.01931057684123516, 0.046842485666275024, 0.039768319576978683, -0.02695832960307598, -0.032311759889125824, -0.007121969945728779, 0.02657594159245491, -0.008077939972281456, -0.01338356826454401, 0.028105491772294044, -0.04263622313737869, -0.018259011209011078, 0.01845020428299904, 0.004493054933845997, -0.06156441196799278, 0.002091182628646493, 0.020744530484080315, -0.010133272968232632, -0.016538266092538834, -0.06462351977825165, -0.017781024798750877, -0.009081706404685974, 0.024281617254018784, -0.023803630843758583, 0.0018043917370960116, 0.012905583716928959, 0.035562049597501755, -0.0038716751150786877, -0.016060281544923782, -0.0027962098829448223, -0.021222515031695366, -0.03862115368247032, 0.006118202582001686, -0.0016012482810765505, 0.010898048989474773, -0.016538266092538834, -0.0010754652321338654, -0.011232636868953705, -0.00230627553537488, 0.007982342503964901, 0.02323004975914955, -0.008699319325387478, -0.024377211928367615, 0.035562049597501755, 0.010324466973543167, 0.032502949237823486, 0.005974807310849428, 0.0038955742493271828, 0.014243939891457558, 0.009464094415307045, -0.0067873806692659855, -0.032120563089847565, -0.016251474618911743, -0.014721924439072609, 0.0391947366297245, -0.03365011140704155, -0.008316931314766407, -0.01491311751306057, -0.0191193837672472, 0.02246527373790741, 0.020744530484080315, 0.016347073018550873, -0.010659055784344673, -0.005783613305538893, -0.024186018854379654, 0.0022704266011714935, 0.005544621031731367, -0.025237586349248886, 0.02246527373790741, -0.012714389711618423, 0.01845020428299904, -0.01300118025392294, 0.017016250640153885, 0.043592195957899094, 0.036518022418022156, -0.024664003401994705, -0.023516841232776642, -0.0008902462432160974, -0.011615024879574776, -0.0077911484986543655, -0.09559691697359085, -0.01835460774600506, 0.0013682307908311486, -0.028105491772294044, 0.018259011209011078, 0.020648933947086334, -0.006548388861119747, -0.011854017153382301, -0.004301860928535461, -0.02236967906355858, 0.0095596918836236, 0.04110667482018471, -0.02657594159245491, -0.008508125320076942, 0.02676713652908802, 0.019884159788489342, -0.02600236050784588, 0.0036565817426890135, 0.043018609285354614, -0.0011889865854755044, -0.021604903042316437, -0.04206264391541481, -0.016251474618911743, 0.02695832960307598, -0.008316931314766407, 0.03785637766122818, 0.015582296997308731, 0.06424112617969513, 0.022082887589931488, -0.006118202582001686, -0.014148343354463577, 0.016729461029171944, 0.03690040856599808, -0.008555923588573933, 0.02313445322215557, -0.002091182628646493, 0.051622334867715836, 0.012618793174624443, 0.01510431244969368, -0.05812292546033859, 0.04168025776743889, -0.01854580081999302, 0.004182365257292986, 0.027149522677063942, 0.028679074719548225, -0.03842996060848236, 0.05047517269849777, -0.009129505604505539, -0.016155879944562912, 0.0006213799933902919, -0.007313163485378027, -0.017303042113780975, -0.03747399151325226, 0.01510431244969368, -0.00960749015212059, -0.03766518458724022, -0.03460608422756195, 0.03403250128030777, 0.0057358150370419025, 0.1292470395565033, 0.007599954959005117, 0.014530731365084648, 0.009750885888934135, -0.0010515659814700484, -0.03059101104736328, 0.015391102991998196, -0.0001508638815721497, 0.004110667388886213, -0.01854580081999302, -0.015391102991998196, -0.01950177177786827, -0.0072175669483840466, 0.025237586349248886, 0.03709160163998604, -0.013670358806848526, 0.06156441196799278, -0.02265646867454052, -0.032885339111089706, 0.047224875539541245, 0.01510431244969368, 0.02256087213754654, 0.0058792103081941605, 0.03001742996275425, 0.028296686708927155, -0.005066636484116316, -0.04932800680398941, 0.029443848878145218, 0.03039981983602047, -0.00566411716863513, -0.0018999887397512794, -0.004684248939156532, -0.0005646192585118115, 0.025811167433857918, 0.035753246396780014, 0.04626890644431114, 0.04818084463477135, -0.004994938615709543, -0.04206264391541481, 0.00650059012696147, -0.01567789353430271, -0.043400999158620834, 0.046842485666275024, -0.03537086024880409, -0.025237586349248886, -0.06041724979877472, 0.0745655968785286, 0.05009278282523155, -0.03326772525906563, 0.02657594159245491, -0.00960749015212059, -0.0036087834741920233, 0.01300118025392294, 0.007313163485378027, 0.016442669555544853, 0.007504357490688562, -0.05774053558707237, 0.021604903042316437, -0.00571191543713212, 0.08259573578834534, -0.014721924439072609, 0.0037999774795025587, -0.03422369435429573, -0.017589831724762917, -0.018163412809371948, -0.01959736831486225, 0.0006781406118534505, -0.00965528842061758, -0.0600348599255085, -0.0047320472076535225, 0.009129505604505539, -0.05047517269849777, 0.006643985398113728, 0.025046391412615776, -0.00024197969469241798, -0.00394337298348546, 0.015869086608290672, 0.055446211248636246, -0.025811167433857918, 0.0017446436686441302, -0.0011053393827751279, 0.04569532349705696, -0.0005227956571616232, 0.03345892205834389, 0.020170949399471283, 0.06538829207420349, 0.0014399285428225994, 0.06615306437015533, 0.0026169654447585344, -0.020075352862477303, -0.031164593994617462, -0.036518022418022156, -0.020935723558068275, -0.02256087213754654, -0.002103131962940097, 0.0047798459418118, -0.0035609849728643894, 0.02227408066391945, 0.020362142473459244, -0.00922510214149952, -0.01137603260576725, 0.015582296997308731, 0.006643985398113728, -0.015008714981377125, -0.009511892683804035, 0.029635043814778328, 0.0445481613278389, -0.031164593994617462, -0.00197168649174273, -0.04607771337032318, 0.051622334867715836, 0.043974582105875015, 0.002234577899798751, -0.005688016302883625, 0.0010515659814700484, -0.024472810328006744, -0.014243939891457558, 0.08641961216926575, 0.017494235187768936, -0.16978012025356293, 0.031738173216581345, -0.0016490467824041843, 0.01338356826454401, 0.043209806084632874, 0.005950907710939646, 0.06653545051813126, 0.024472810328006744, 0.023708034306764603, 0.015964685007929802, -0.007265365682542324, -0.00764775276184082, -0.010372265242040157, 0.01567789353430271, -0.0037282793782651424, -0.01959736831486225, -0.021891692653298378, 0.01300118025392294, -0.004994938615709543, 0.004182365257292986, 0.02657594159245491, -0.01950177177786827, -0.0020792328286916018, -0.010372265242040157, 0.0391947366297245, 0.04435696825385094, -0.04493054747581482, -0.015391102991998196, -0.032885339111089706, 0.011519428342580795, -0.013670358806848526, -0.0033458920661360025, -0.029443848878145218, 0.010133272968232632, 0.015582296997308731, -0.047798458486795425, 0.02619355544447899, 0.013192374259233475, 0.03766518458724022, 0.02657594159245491, -0.029252653941512108, 0.0012905583716928959, -0.007169768679887056, -0.017016250640153885, 0.03498847037553787, -0.018067816272377968, 0.06462351977825165, 0.0029635042883455753, 0.023899229243397713, 0.0006213799933902919, -0.043018609285354614, 0.04932800680398941, -0.031738173216581345, 0.014817521907389164, -0.014243939891457558, -0.02332564815878868, -0.019884159788489342, -0.01854580081999302, 0.012714389711618423, 0.16289713978767395, -0.031738173216581345, -0.016442669555544853, 0.005807512439787388, 0.019884159788489342, 0.0004122616956010461, 0.021604903042316437, 0.06653545051813126, -0.012905583716928959, 0.025237586349248886, -0.035562049597501755, -0.02294326014816761, 0.02657594159245491, 0.01902378536760807, -0.0372827984392643, 0.025811167433857918, -0.014530731365084648, -0.010993645526468754, 0.01902378536760807, 0.005783613305538893, -0.008986109867691994, 0.016251474618911743, -0.02236967906355858, 0.002067283261567354, 0.01577349193394184, -0.013957149349153042, -0.021031321957707405, -0.01118483953177929, -0.07188887894153595, 0.028870267793536186, 0.03670921549201012, 0.0191193837672472, 0.012427599169313908, -0.025811167433857918, -0.03670921549201012, -0.009846482425928116, 0.012809986248612404, -0.010563459247350693, 0.013574761338531971, 0.047607261687517166, -0.03307653218507767, 0.03670921549201012, -0.008125737309455872, 0.02982623502612114, -0.014530731365084648, -0.016825055703520775, -0.03039981983602047, -0.055446211248636246, 0.04225383698940277, -0.023803630843758583, 0.04053309187293053, 0.007313163485378027, -0.024281617254018784, 0.021509304642677307, -0.08450767397880554, 0.039768319576978683, 0.010181071236729622, 0.03326772525906563, -0.0063093965873122215, -0.02619355544447899, -0.058505307883024216, -0.009416296146810055, -0.00917730387300253, -0.03842996060848236, -0.023708034306764603, 0.04473935812711716, -0.03135578706860542, -0.02695832960307598, -0.002808159217238426, -0.05697575956583023, -0.009129505604505539, -0.017685430124402046, -0.013670358806848526, -0.0007259390549734235, 0.02600236050784588, -0.01567789353430271, -0.012523195706307888, 0.02246527373790741, 0.011471630074083805, 0.017398638650774956, 0.03020862489938736, -0.008890512399375439, -0.017972219735383987, -0.01300118025392294, 0.047989651560783386, -0.003083000425249338, -0.0025572176091372967, -0.0008842714596539736, -0.0014399285428225994, 0.009942079894244671, 0.04244503006339073, 0.0227520652115345, 0.005759714171290398, 0.012427599169313908, -0.003250295063480735, 0.035562049597501755, -0.00482764421030879, 0.019884159788489342, -0.006739582400768995, 0.016155879944562912, -0.012093009427189827, 0.043400999158620834, 0.020362142473459244, -0.0029635042883455753, 0.05353427305817604, -0.01347916480153799, 0.01902378536760807, -0.01548670046031475, 0.013574761338531971, 0.016251474618911743, 0.00571191543713212, -0.010515660978853703, -0.021700499579310417, -0.03422369435429573, 0.0005168208153918386, 0.02619355544447899, -0.023899229243397713, -0.013096777722239494, -0.010706854984164238, -0.024186018854379654, 0.012523195706307888, 0.03365011140704155, -0.039768319576978683, 0.036326825618743896, -0.04473935812711716, 0.002234577899798751, 0.004182365257292986, 0.05315188318490982, -0.000415249087382108, 0.024664003401994705, -0.029443848878145218, 0.007313163485378027, -0.0018402405548840761, -0.0007199642714112997, -0.004469155799597502, 0.012236405164003372, 0.040341898798942566, -0.005066636484116316, 0.0018521902384236455, 0.021031321957707405, 0.013287970796227455, 0.032502949237823486, -0.03422369435429573, 0.03441488742828369, 0.05659337341785431, 0.017494235187768936, -0.03709160163998604, 0.014243939891457558, 0.040341898798942566, 0.04072428494691849, -0.035944439470767975, 0.012332001700997353, -0.016251474618911743, 0.006213799584656954, 0.01548670046031475, 0.019788561388850212, -0.01142383087426424, -0.005353427492082119, 0.0007259390549734235, 0.016920654103159904, -0.0034175897017121315, -0.014721924439072609, -0.02676713652908802, -0.0029635042883455753, 0.012332001700997353, 0.035753246396780014, -0.005520721897482872, -0.011519428342580795, -0.0036804811097681522, -0.03135578706860542, 0.017781024798750877, 0.027531910687685013, 0.055446211248636246, -0.0034653882030397654, 0.032885339111089706, -0.01902378536760807, 0.00927290040999651, -0.010324466973543167, 0.027723105624318123, -0.007169768679887056, 0.024855198338627815, 0.0013144576223567128, 0.01873699575662613, -0.029635043814778328, 0.019788561388850212, 0.00970308668911457, 0.00482764421030879, -0.05009278282523155, 0.020840128883719444, -0.004851543344557285, -0.05621098354458809, -0.02676713652908802, 0.024855198338627815, -0.016825055703520775, 0.03938592970371246, -0.02619355544447899, 0.0018999887397512794, 0.04531293734908104, -0.014339537359774113, -0.0001277115079574287, -0.014052745886147022, -0.04129786789417267, -0.024472810328006744, -0.05774053558707237, -0.015869086608290672, -0.011519428342580795, 0.0008006241405382752, -0.008890512399375439, -0.016633862629532814, -0.00755215622484684, -0.025046391412615776, 0.025046391412615776, 0.005233930889517069, 0.020075352862477303, -0.03039981983602047, 0.027531910687685013, 0.015869086608290672, -0.010181071236729622, -0.015199909918010235, 0.040341898798942566, -0.036135632544755936, 0.054299045354127884, 0.015964685007929802, 0.043592195957899094, 0.02265646867454052, -0.019788561388850212, 0.04626890644431114, -0.023803630843758583, 0.03422369435429573, 0.027531910687685013, 0.00965528842061758, 0.03766518458724022, -0.035562049597501755, 0.01577349193394184, -0.035944439470767975, -0.014435133896768093, -0.03766518458724022, 0.040341898798942566, 0.04072428494691849, 0.02246527373790741, -0.0012009362690150738, -0.01166282407939434, -0.04091548174619675, -0.01940617337822914, -0.006213799584656954, 0.01873699575662613, -0.035562049597501755, 0.03747399151325226, 0.0003525136271491647, -0.05735814943909645, -0.013287970796227455, -0.0227520652115345, 0.028296686708927155, 0.010228870436549187, -0.01940617337822914, 0.010467861779034138, -0.02600236050784588, -0.0764775350689888, 0.009033908136188984, 0.03862115368247032, 9.559691534377635e-05, -0.02695832960307598, 0.002186779398471117, 0.013861552812159061, -0.029061462730169296, 0.011997412890195847, 0.02657594159245491, -0.025811167433857918, -0.009416296146810055, -0.020744530484080315, -0.019788561388850212, -0.007169768679887056, -0.010372265242040157, -0.043974582105875015, -0.016825055703520775, 0.03670921549201012, -0.01959736831486225, -0.04932800680398941, 0.009464094415307045, 0.002712562447413802, -0.003752178745344281, 0.02313445322215557, 0.02619355544447899, 0.007265365682542324, -0.02294326014816761, 0.03154698386788368, -0.024664003401994705, -0.0382387675344944, 0.02619355544447899, -0.015869086608290672, -0.025619972497224808, 0.007074171677231789, -0.15066073834896088, 0.031164593994617462, 0.029061462730169296, -0.011471630074083805, -0.0028918066527694464, -0.016633862629532814, 0.0038716751150786877, 0.02600236050784588, -0.012905583716928959, 0.016155879944562912, -0.0382387675344944, 0.017398638650774956, -0.014243939891457558, -0.051622334867715836, -0.04091548174619675, 0.04110667482018471, 0.04531293734908104, 0.008364730514585972, -0.00030322145903483033, -0.0026647639460861683, -0.029635043814778328, -0.024281617254018784, 0.014626326970756054, 0.010372265242040157, 0.03479727730154991, 0.03326772525906563, -0.036135632544755936, 0.04626890644431114, 0.0060465047135949135, 0.01347916480153799, -0.01142383087426424, -0.024855198338627815, 0.01921498030424118, -0.06462351977825165, -0.016633862629532814, -0.0018282908713445067, 0.021031321957707405, 0.029252653941512108, 0.017781024798750877, 0.003202496562153101, -0.002712562447413802, 0.01166282407939434, 0.035944439470767975, 0.055063821375370026, -0.017781024798750877, 0.029061462730169296, -0.009464094415307045, 0.01300118025392294, -0.01338356826454401, -0.004708148073405027, -0.028679074719548225, 0.006118202582001686, 0.013957149349153042, 0.010324466973543167, 0.0011053393827751279, 0.014435133896768093, -0.02982623502612114, -0.025619972497224808, -0.009846482425928116, 0.036326825618743896, -0.013096777722239494, 0.027149522677063942, -0.008842715062201023, -0.019979754462838173, 0.03154698386788368, 0.025811167433857918, -0.020553337410092354, -0.01132823433727026, 0.0095596918836236, -0.023899229243397713, 0.01118483953177929, 0.012523195706307888, 0.04588652029633522, 0.013957149349153042, 0.012905583716928959, -0.0003450451185926795, 0.032502949237823486, -0.020553337410092354, 0.01577349193394184, -0.0057358150370419025, 0.024281617254018784, -0.01548670046031475, -0.0382387675344944, 0.047798458486795425, 0.020170949399471283, -0.0060465047135949135, 0.03020862489938736, -0.014339537359774113, -0.0053056287579238415, -0.040150705724954605, 0.05200472101569176, -0.007074171677231789, 0.009033908136188984, -0.025428779423236847, -0.005186132621020079, -0.021891692653298378, 0.05391665920615196, 0.021126918494701385, -0.024090422317385674, -0.00970308668911457, 0.004516954068094492, 0.020648933947086334, -0.03766518458724022, -0.04091548174619675, 0.05582859739661217, 0.017303042113780975, -0.00119496148545295, -0.04168025776743889, -0.017398638650774956, 0.025428779423236847, 0.02227408066391945, 0.02657594159245491, -0.03517966344952583, 0.055446211248636246, -0.00583141203969717, -0.016729461029171944, -0.008364730514585972, -0.0013742056908085942, 0.04206264391541481, 0.043209806084632874, 0.010659055784344673, -0.024472810328006744, 0.025237586349248886, -0.003704380476847291, 0.008125737309455872, -0.01577349193394184, -0.0045647528022527695, 0.009464094415307045, -0.013861552812159061, 0.035753246396780014, 0.03365011140704155, -0.014339537359774113, -0.006548388861119747, -0.06653545051813126, 0.043018609285354614, 0.001015717163681984, 0.012809986248612404, -0.04187144711613655, 0.01577349193394184, -0.008699319325387478, -0.04512174427509308, -0.03842996060848236, 0.0005437074578367174, -0.012714389711618423, 0.008030140772461891, -0.01864139921963215, 0.03785637766122818, -0.028487879782915115, -0.017972219735383987, -0.002784260082989931, 0.0007707501063123345, 0.012188605964183807, 0.043209806084632874, -0.03498847037553787, 0.03078220598399639, -0.025811167433857918, 0.01940617337822914, 0.021700499579310417, 0.010085474699735641, -0.025619972497224808, 0.04894562065601349, 0.017589831724762917, -0.020266545936465263, 0.0024018725380301476, 0.04512174427509308, 0.012093009427189827, -0.05812292546033859, 0.000528770440723747, -0.025428779423236847, -0.0013921300414949656, -0.02217848412692547, 0.03709160163998604, 0.029635043814778328, -0.10706854611635208, -0.0015056513948366046, 0.004206263925880194, 0.0051383343525230885, 0.00382387638092041, -0.036326825618743896, 0.03690040856599808, 0.02303885668516159, 0.02332564815878868, 0.010898048989474773, -0.0445481613278389, 0.024855198338627815, 0.03900354355573654, 0.027723105624318123, -0.010563459247350693, 0.008221334777772427, -0.00571191543713212, 0.05391665920615196, 0.014435133896768093, 0.0038716751150786877, 0.00917730387300253, -0.016155879944562912, -0.04072428494691849, -0.04129786789417267, 0.01864139921963215, -0.03537086024880409, 0.04971039667725563, 0.007121969945728779, -0.02256087213754654, 0.016633862629532814, -0.011997412890195847, -0.010276668705046177, -0.0009738935623317957, 0.021891692653298378, 0.001404079608619213, 0.017398638650774956, -0.0012248355196788907, 0.010372265242040157, 0.01567789353430271, 0.03441488742828369, 0.00482764421030879, -0.03690040856599808, 0.02303885668516159, -0.016729461029171944, 0.0021509304642677307, -0.020935723558068275, 0.006835179403424263, -0.055446211248636246, 0.01142383087426424, 0.025237586349248886, 0.036518022418022156, 0.009464094415307045, -0.0006273547769524157, 0.02236967906355858, 0.040150705724954605, 0.03135578706860542, 0.028296686708927155, -0.014339537359774113, 0.0024018725380301476, 0.016538266092538834, 0.0015534498961642385, -0.0391947366297245, -0.03154698386788368, 0.01854580081999302, 0.005998706445097923, 0.03766518458724022, 0.017303042113780975, 0.01300118025392294, 0.03537086024880409, 0.017589831724762917, 0.017589831724762917, -0.019788561388850212, 0.01529550552368164, 0.02600236050784588, 0.011806218884885311, 0.004230163525789976, -0.0032741944305598736, 0.015582296997308731, -0.03537086024880409, 0.01969296485185623, 0.0017804924864321947, 0.027149522677063942, -0.0003286144055891782, -0.0007438634638674557, 0.005257830489426851, -0.032311759889125824, -0.024664003401994705, 0.007504357490688562, 0.027340717613697052, 0.059270087629556656, -0.016251474618911743, -0.023708034306764603, 0.03709160163998604, 0.021126918494701385, 0.011758420616388321, -0.03403250128030777, 0.015964685007929802, 0.01567789353430271, 0.021604903042316437, 0.024664003401994705, -0.0059031094424426556, 0.020075352862477303, -0.00965528842061758, 0.004182365257292986, -0.0026169654447585344, -0.013670358806848526, 0.03460608422756195, 0.017398638650774956, 0.012523195706307888, 0.015964685007929802, -0.014052745886147022, -0.009129505604505539, 0.003130798926576972, -0.001816341420635581, 0.008699319325387478, 0.035944439470767975, -0.01338356826454401, 0.010515660978853703, -0.0012965331552550197, -0.0022943259682506323, -0.008794915862381458, -0.010276668705046177, -0.011041443794965744, -0.000761787872761488, -0.0034892873372882605, -0.01854580081999302, 0.014530731365084648, -0.002162880264222622, 0.027149522677063942, -0.019788561388850212]}\n",
      "{'doc_id': 'demo-001', 'chunk_id': 6, 'text': ' contenido. Un umbral de similitud demasiado bajo puede generar fragmentos excesivamente grandes y heterogéneos. En cambio, un umbral demasiado alto puede producir fragmentos pequeños y perder contexto relevante. La calibración adecuada depende del dominio del texto, la longitud media de los párrafos y el modelo de embeddings utilizado. Agricultura vertical y urbanismo del futuro La agricultura vertical propone cultivar alimentos en estructuras urbanas de múltiples niveles. Esta técnica busca reducir la dependencia del transporte y optimizar el uso del espacio en ciudades densamente pobladas. Mediante sistemas hidropónicos y control automatizado de nutrientes, las plant', 'source': 'local_demo', 'metadata': {'title': 'Demo', 'doc_id': 'demo-001'}, 'embedding': [-0.01296923402696848, -0.11915483325719833, -0.013779811561107635, 0.08065242320299149, 0.038299769163131714, 0.015704931691288948, 0.06241443753242493, -0.18400101363658905, -0.04640553891658783, 0.03667861595749855, 0.03870505839586258, -0.06241443753242493, 0.04215001314878464, -0.009017670527100563, -0.08470530807971954, 0.09078463912010193, 0.05876684561371803, -0.012715929187834263, -0.06970963627099991, -0.05714568868279457, -0.0022037567105144262, 0.050458427518606186, -0.005775362253189087, 0.0591721311211586, 0.05836155265569687, 0.033436309546232224, -0.03323366120457649, -0.14833560585975647, 0.08430002629756927, -0.011854690499603748, 0.023506736382842064, 0.03100457414984703, -0.07862598448991776, -0.032828375697135925, -0.001671815407462418, -0.008561721071600914, 0.017731375992298126, 0.0038249108474701643, 0.007751143537461758, 0.05998270958662033, -0.012310639955103397, 0.022696159780025482, -0.06119857355952263, -0.003672927850857377, -0.027762267738580704, -0.16616831719875336, -0.014387743547558784, -0.011246757581830025, 0.011348079890012741, -0.00998023059219122, -0.019251206889748573, -0.02330409362912178, -0.008105771616101265, -0.030599286779761314, -0.005142098758369684, 0.0009625604143366218, -0.012057334184646606, -0.0035716055426746607, 0.0017098111566156149, -0.02674904651939869, -0.054713957011699677, -0.14022983610630035, -0.10010627657175064, -0.009878909215331078, 0.01996046118438244, -0.025837145745754242, 0.009169653989374638, -0.04154207929968834, 0.026951689273118973, -0.01251328457146883, -0.017731375992298126, 0.005496726371347904, -0.006940566934645176, 0.013475844636559486, 0.013070556335151196, 0.017832696437835693, -0.000598433893173933, -0.027356978505849838, 0.02441863715648651, 0.049647849053144455, 0.01281725149601698, 0.05228222534060478, -0.007751143537461758, 0.013881133869290352, -0.020568395033478737, 0.09037934988737106, 0.06565675139427185, 0.0015641605714336038, -0.01296923402696848, 0.023709380999207497, -0.04073150083422661, 0.06889905780553818, -0.020973684266209602, 0.011297418735921383, 0.024823924526572227, -0.0007504171226173639, -0.041744720190763474, -0.02472260408103466, -0.0008169097709469497, -0.008207093924283981, -0.013982456177473068, -0.020973684266209602, 0.016920797526836395, -0.015502287074923515, -0.03039664402604103, 0.07781540602445602, -0.04802669584751129, -0.01023353636264801, 0.09848511964082718, -0.09524281322956085, 0.02137897163629532, 0.03404423967003822, -0.02046707272529602, 0.019251206889748573, -0.006687261629849672, -0.010841469280421734, -0.03019399754703045, 0.0005446065333671868, 0.009524282068014145, -0.0009435624233447015, -0.007599161006510258, -0.003470283467322588, -0.04863462969660759, -0.029788708314299583, -0.0020137776155024767, 0.0032169781625270844, -0.06200914829969406, -0.010030892677605152, 0.023202769458293915, -0.014590388163924217, 0.009625603444874287, -0.04235265403985977, -0.001950451172888279, -0.01763005368411541, 0.025127889588475227, -0.027154333889484406, 0.006079328712075949, 0.023202769458293915, 0.032017797231674194, -0.016312865540385246, -0.016110220924019814, -0.00927097536623478, -0.02016310580074787, -0.042555298656225204, 0.0029510073363780975, -0.016414187848567963, 0.009726925753057003, -0.010334858670830727, -0.008815026842057705, -0.0006047665374353528, -0.01793401874601841, 0.013374523259699345, 0.03100457414984703, -0.014995677396655083, -0.005826023407280445, 0.01844063028693199, 0.0221895482391119, 0.005775362253189087, 0.023506736382842064, 0.003799580503255129, 0.025735825300216675, 0.002393735572695732, -0.019453851506114006, -0.041947368532419205, -0.032828375697135925, 0.002039108192548156, 0.0579562671482563, -0.0437711663544178, -0.04802669584751129, -0.028370199725031853, -0.022290870547294617, 0.022088227793574333, 0.01904856413602829, 0.007852465845644474, -0.025837145745754242, -0.006991228088736534, -0.04701347276568413, 0.01732608675956726, -0.005192759912461042, -0.01844063028693199, 0.02593846805393696, -0.009220315143465996, 0.018339307978749275, -0.029788708314299583, 0.01904856413602829, 0.02816755510866642, 0.026951689273118973, -0.009878909215331078, -0.023709380999207497, -0.00840973760932684, -0.03262573108077049, -0.024114668369293213, -0.06768319010734558, -0.0022924134973436594, -0.011956012807786465, -0.01763005368411541, 0.04073150083422661, 0.009726925753057003, -0.006535278167575598, -0.00911899283528328, 0.0030903255101293325, -0.0733572319149971, -0.003444952890276909, 0.04518967494368553, -0.02897813357412815, -0.024823924526572227, 0.032017797231674194, 0.016008898615837097, -0.03384159505367279, -0.007903126999735832, 0.026343757286667824, -0.00927097536623478, 0.0024697273038327694, 0.010436180047690868, -0.014489066787064075, 0.022088227793574333, -3.364211806911044e-05, 0.0218855831772089, 0.018643274903297424, 0.06322501599788666, 0.012867912650108337, 0.0029510073363780975, -0.07052021473646164, 0.012614606879651546, 0.018947239965200424, -0.023810703307390213, 0.04863462969660759, 0.019149884581565857, 0.056740399450063705, 0.006205981131643057, 0.01053750328719616, -0.02472260408103466, 0.03161250799894333, -0.017528729513287544, 0.0009942235192283988, 0.025735825300216675, 0.0431632325053215, -0.00795378815382719, 0.06565675139427185, -0.02046707272529602, -0.007447177078574896, -0.003926232922822237, 0.019251206889748573, -0.007700483314692974, -0.023506736382842064, 0.025431858375668526, 0.0017604721942916512, -0.007599161006510258, -0.041744720190763474, 0.019555173814296722, 0.012310639955103397, 0.11348079890012741, -0.021277649328112602, 0.009574942290782928, 0.0012158657191321254, -0.0002691369445528835, -0.03303101658821106, 0.013374523259699345, -0.01854195073246956, 0.01763005368411541, -0.025229213759303093, -0.010993452742695808, -0.022088227793574333, -0.006636600475758314, 0.034246884286403656, 0.04235265403985977, 0.002875015838071704, 0.009625603444874287, -0.03566539287567139, -0.037691835314035416, 0.05592982470989227, 0.0218855831772089, 0.009625603444874287, 0.0008232424152083695, 0.012209318578243256, 0.03384159505367279, 0.0009118992602452636, -0.009524282068014145, 0.026951689273118973, 0.007345855701714754, 0.006281972397118807, -0.0218855831772089, -0.011500063352286816, -0.021277649328112602, 0.023709380999207497, 0.041136790066957474, 0.032828375697135925, 0.04012357071042061, -0.00023905692796688527, -0.032017797231674194, -0.01053750328719616, 0.002368404995650053, -0.03789447993040085, 0.041136790066957474, -0.032017797231674194, -0.007649821694940329, -0.03262573108077049, 0.10456445068120956, 0.044784389436244965, 0.007649821694940329, 0.04032621160149574, -0.0021657608449459076, -0.0001749390212353319, 0.0005921012489125133, -0.03019399754703045, 0.018947239965200424, 0.025533178821206093, -0.010182875208556652, 0.02816755510866642, 0.002001112326979637, 0.11185964941978455, 0.005040776450186968, -0.0007029223488643765, -0.019555173814296722, 0.00795378815382719, -0.018947239965200424, -0.012310639955103397, 0.012158657424151897, -0.028370199725031853, -0.07052021473646164, -0.007193871773779392, 0.005446065217256546, -0.03262573108077049, -0.004002224653959274, 0.03100457414984703, 0.031207218766212463, 0.014894354157149792, 0.0009688929421827197, 0.013678489252924919, -0.03465217351913452, 0.004610157571732998, -0.025735825300216675, 0.05836155265569687, 0.0018491290975362062, 0.01763005368411541, 0.032017797231674194, 0.05836155265569687, 0.0007725813775323331, 0.05511924624443054, 0.009574942290782928, 0.010841469280421734, -0.04012357071042061, -0.03647597134113312, -0.003799580503255129, -0.03465217351913452, -0.006687261629849672, -0.021277649328112602, 0.01053750328719616, 0.026546401903033257, 0.03526010736823082, -0.005066107027232647, -0.004534165840595961, 0.0032296432182192802, -0.012563944794237614, -0.013475844636559486, -0.019251206889748573, 0.03262573108077049, 0.03546275198459625, -0.016616830602288246, -0.00039104014285840094, -0.03748919442296028, 0.02391202561557293, 0.04518967494368553, -0.026546401903033257, -0.011702707968652248, -0.01210799627006054, -0.0218855831772089, -0.03363895043730736, 0.07741011679172516, 0.007649821694940329, -0.16616831719875336, 0.008257754147052765, -0.013779811561107635, -0.006940566934645176, 0.030599286779761314, 0.04863462969660759, 0.05592982470989227, 0.015198322013020515, 0.022290870547294617, -0.015299643389880657, -0.02877548709511757, 0.01479303278028965, -0.011702707968652248, 0.027154333889484406, -0.036273326724767685, -0.009422958828508854, -0.010740146972239017, -0.005015446338802576, 0.015704931691288948, 0.0227974820882082, 0.027964912354946136, -0.018643274903297424, 0.004888793453574181, -0.021176327019929886, 0.03444952890276909, 0.024621279910206795, -0.06079328805208206, -0.002989003201946616, -0.032828375697135925, 0.000899233971722424, -0.015603609383106232, 0.005598048679530621, -0.019149884581565857, 0.017224764451384544, -0.0028623505495488644, -0.08389473706483841, 0.014894354157149792, 0.009017670527100563, 0.03181515261530876, 0.03404423967003822, -0.0012475288240239024, 0.011044113896787167, -0.0007409181562252343, -0.0044075134210288525, 0.008105771616101265, -0.016110220924019814, -0.006205981131643057, 0.012462623417377472, 0.008916348218917847, 0.014185099862515926, -0.04073150083422661, 0.03222044184803963, -0.02614111267030239, -0.010638824664056301, -0.011753368191421032, -0.002001112326979637, -0.02421599254012108, -0.026951689273118973, 0.02158161625266075, 0.1904856264591217, -0.018339307978749275, -0.02107500657439232, 0.021480293944478035, 0.03303101658821106, -0.008764364756643772, 0.027762267738580704, 0.051066357642412186, -0.024013347923755646, 0.017427409067749977, -0.0041288770735263824, -0.029383422806859016, 0.016110220924019814, -0.011905351653695107, -0.025127889588475227, 0.0064592864364385605, -0.012158657424151897, 0.01023353636264801, 0.016312865540385246, -0.018339307978749275, -0.008105771616101265, -0.023405415937304497, -0.017427409067749977, 0.014590388163924217, 0.010892130434513092, -0.03384159505367279, -0.016616830602288246, 0.00263437582179904, -0.041136790066957474, 0.02472260408103466, 0.02755962312221527, -0.012006673961877823, 0.03222044184803963, 0.00998023059219122, -0.041744720190763474, -0.003267639083787799, 0.009676264598965645, -0.03019399754703045, 0.011753368191421032, 0.03100457414984703, -0.02360805869102478, 0.016718154773116112, -0.010892130434513092, 0.03100457414984703, -0.020264428108930588, -0.009574942290782928, -0.030801933258771896, -0.06363030523061752, 0.004382182378321886, -0.026546401903033257, 0.053903378546237946, 0.007295194081962109, -0.0003688759170472622, 0.006205981131643057, -0.10253801196813583, 0.056740399450063705, -0.013678489252924919, 0.03789447993040085, 0.03667861595749855, -0.02249351516366005, -0.01296923402696848, -0.007497838698327541, 0.00605399813503027, -0.017123442143201828, -0.024621279910206795, 0.03039664402604103, -0.008308415301144123, -0.0044328439980745316, -0.02897813357412815, -0.03931299224495888, 0.01590757630765438, -0.008916348218917847, 0.0011082109995186329, -0.007649821694940329, 0.01996046118438244, -0.029788708314299583, -0.013779811561107635, 0.03708390146493912, -0.025735825300216675, 0.009220315143465996, 0.020568395033478737, -0.014489066787064075, -0.02391202561557293, 0.0027103673201054335, 0.02360805869102478, -0.014691711403429508, 0.007041888777166605, -0.01651550829410553, 0.010334858670830727, 0.00245706201530993, 0.017832696437835693, 0.013374523259699345, 0.004483504686504602, 0.0221895482391119, -0.009220315143465996, 0.011449402198195457, 0.024823924526572227, 0.01408377755433321, -0.0295860655605793, 0.02593846805393696, -0.02360805869102478, 0.007345855701714754, -0.0003182148502673954, -0.008967009373009205, 0.034854818135499954, 0.02472260408103466, 0.003723588539287448, 0.01823798567056656, 0.0009562277118675411, 0.028572844341397285, 0.009220315143465996, 0.004280860535800457, -0.00569937052205205, -0.019859138876199722, 0.005927345249801874, 0.031409863382577896, 0.003622266696766019, 0.002748363185673952, -0.01068948581814766, 0.009625603444874287, 0.019453851506114006, 0.015198322013020515, -0.0044328439980745316, 0.06200914829969406, -0.041339434683322906, -0.009169653989374638, -0.0010828804224729538, 0.04600025340914726, -0.02360805869102478, 0.031409863382577896, -0.04985049366950989, -0.018339307978749275, 0.00306499470025301, 0.016616830602288246, 0.013678489252924919, 0.016718154773116112, 0.03992092236876488, 0.023810703307390213, -0.0044328439980745316, 0.007092549931257963, -0.010132214054465294, 0.02674904651939869, -0.02816755510866642, 0.031207218766212463, 0.050458427518606186, 0.005775362253189087, -0.0579562671482563, 0.014489066787064075, 0.0455949641764164, 0.04154207929968834, -0.03222044184803963, 0.019757818430662155, -0.010638824664056301, -0.012867912650108337, -0.0026850367430597544, 0.01296923402696848, -0.02016310580074787, -0.013374523259699345, -0.003622266696766019, 0.009524282068014145, -0.020365750417113304, 0.004964784719049931, -0.03586803749203682, -0.018947239965200424, -0.009220315143465996, 0.03951563686132431, -0.0029763379134237766, -0.018947239965200424, -0.017832696437835693, -0.02158161625266075, 0.027154333889484406, 0.01823798567056656, 0.050255779176950455, 0.013171878643333912, 0.01225997880101204, -0.03100457414984703, -0.008105771616101265, -0.02816755510866642, 0.015704931691288948, -0.021277649328112602, 0.010182875208556652, -0.0007314192480407655, 0.041136790066957474, -0.03303101658821106, 0.005851353984326124, -0.01180402934551239, -0.026343757286667824, -0.05511924624443054, 0.0027990243397653103, -0.017528729513287544, -0.06322501599788666, -0.03444952890276909, 0.007548499386757612, -0.016414187848567963, 0.03708390146493912, -0.02330409362912178, 0.01296923402696848, 0.03931299224495888, -0.03222044184803963, -0.022898804396390915, -0.010334858670830727, -0.05633511021733284, -0.03586803749203682, -0.03100457414984703, 0.003976894076913595, -0.0045088352635502815, 0.013678489252924919, -0.010638824664056301, -0.029383422806859016, -0.01681947521865368, -0.03039664402604103, 0.010132214054465294, 0.0012411961797624826, -0.0020137776155024767, -0.034854818135499954, 0.011044113896787167, 0.025431858375668526, -0.008004449307918549, -0.006687261629849672, 0.0449870303273201, -0.03566539287567139, 0.05309280380606651, -0.029788708314299583, 0.02674904651939869, 0.03708390146493912, -0.02614111267030239, 0.02441863715648651, -0.0437711663544178, 0.0443790964782238, 0.03181515261530876, 0.026343757286667824, 0.03404423967003822, -0.014387743547558784, 0.0009815582307055593, -0.027964912354946136, -0.01681947521865368, -0.029991354793310165, 0.04296058788895607, 0.0221895482391119, 0.0295860655605793, 0.03242308646440506, -0.0012411961797624826, -0.03526010736823082, -0.024925246834754944, -0.015704931691288948, 0.011550724506378174, -0.025127889588475227, 0.020365750417113304, -0.016718154773116112, -0.054713957011699677, -0.019453851506114006, -0.031207218766212463, 0.034246884286403656, 0.016110220924019814, -0.015806253999471664, -0.008612382225692272, -0.04235265403985977, -0.06646732240915298, 0.015198322013020515, 0.050255779176950455, -0.011196097359061241, -0.024823924526572227, 0.008561721071600914, 0.0227974820882082, -0.03404423967003822, 0.021784260869026184, 0.01479303278028965, -0.011500063352286816, -0.015400966629385948, 0.005750031676143408, 0.004939454607665539, -0.012209318578243256, -0.017427409067749977, -0.03850241377949715, 0.0017604721942916512, 0.03566539287567139, -0.041339434683322906, -0.04741876199841499, 0.02472260408103466, -0.026546401903033257, -0.011601384729146957, 0.025127889588475227, -0.004027555231004953, 0.021480293944478035, -0.03262573108077049, 0.03181515261530876, -0.010284197516739368, -0.02674904651939869, 0.014185099862515926, -0.027154333889484406, -0.007396516390144825, -0.005420734640210867, -0.08389473706483841, 0.033436309546232224, 0.030599286779761314, -0.04701347276568413, 0.017123442143201828, 0.001671815407462418, 0.011854690499603748, 0.04721611738204956, 0.010334858670830727, 0.026951689273118973, -0.029383422806859016, 0.03404423967003822, -0.004483504686504602, -0.04235265403985977, -0.011753368191421032, 0.03688126057386398, 0.044784389436244965, 0.007143211085349321, 0.02300012670457363, 0.008967009373009205, -0.014489066787064075, -0.02674904651939869, 0.021682938560843468, -0.0002849685261026025, 0.014185099862515926, 0.004230199381709099, -0.032017797231674194, 0.0455949641764164, 0.013171878643333912, 0.04093414545059204, -0.029180776327848434, -0.007396516390144825, 0.014590388163924217, -0.032828375697135925, -0.016414187848567963, -0.006256642285734415, 0.013070556335151196, 0.03444952890276909, 0.024925246834754944, -0.0032296432182192802, -0.018035341054201126, 0.005496726371347904, 0.029383422806859016, 0.044176455587148666, 0.009878909215331078, 0.033436309546232224, -0.03100457414984703, 0.01180402934551239, -0.020365750417113304, 0.011550724506378174, 0.0011905352585017681, -0.008207093924283981, 0.03850241377949715, 0.007801804691553116, -0.002786358818411827, 0.027356978505849838, -0.04154207929968834, -0.029180776327848434, -0.027154333889484406, 0.02593846805393696, -0.017832696437835693, 0.05552453547716141, -0.01023353636264801, -0.0221895482391119, 0.01965649612247944, 0.002989003201946616, -0.004179538693279028, -0.0007662486750632524, 0.009726925753057003, -0.023405415937304497, -0.0006617602193728089, -0.014691711403429508, 0.040528856217861176, 0.015806253999471664, 0.027154333889484406, -0.0052940817549824715, 0.021986905485391617, -0.03586803749203682, 0.036273326724767685, -0.005547387059777975, 0.028572844341397285, 0.0044075134210288525, -0.02897813357412815, 0.03748919442296028, 0.00911899283528328, 0.00927097536623478, 0.01165204681456089, -0.012462623417377472, -0.005142098758369684, -0.0021404302679002285, 0.051066357642412186, -0.003976894076913595, 0.012209318578243256, -0.007092549931257963, -0.003318300237879157, -0.013881133869290352, 0.03262573108077049, 0.005218090023845434, -0.009473619982600212, -0.003318300237879157, -0.010284197516739368, 0.013475844636559486, -0.033436309546232224, -0.0449870303273201, 0.05126900598406792, 0.04215001314878464, 0.00039262327481992543, -0.041136790066957474, -0.05633511021733284, 0.014387743547558784, 0.0053194123320281506, 0.025533178821206093, -0.019453851506114006, 0.038299769163131714, 0.01408377755433321, -0.025431858375668526, -0.003596935886889696, -0.029383422806859016, 0.05086371675133705, 0.030599286779761314, -0.010588163509964943, -0.01763005368411541, 0.012766589410603046, -0.01296923402696848, 0.007801804691553116, -0.011297418735921383, -0.003343630814924836, 0.008967009373009205, 0.029180776327848434, 0.03647597134113312, 0.05309280380606651, -0.005142098758369684, -0.0013551836600527167, -0.04275794327259064, 0.03931299224495888, 0.02502656914293766, -0.014894354157149792, -0.050458427518606186, 0.02614111267030239, -0.008207093924283981, -0.03708390146493912, -0.039110347628593445, -0.002393735572695732, 0.005167429335415363, 0.0010828804224729538, -0.012614606879651546, 0.05836155265569687, -0.003052329644560814, -0.019859138876199722, 0.007801804691553116, -0.008359077386558056, 0.014286422170698643, 0.024114668369293213, -0.04600025340914726, 0.021986905485391617, -0.05147165060043335, 0.024823924526572227, 0.0218855831772089, 0.014489066787064075, -0.03586803749203682, 0.027762267738580704, -0.0008929013856686652, -0.002153095556423068, -0.00911899283528328, 0.032828375697135925, 0.02674904651939869, -0.05228222534060478, 0.005902014672756195, -0.015502287074923515, -0.0227974820882082, -0.039110347628593445, 0.022290870547294617, 0.02016310580074787, -0.09200050681829453, -0.010993452742695808, 0.025229213759303093, -0.0010892130667343736, 0.0029003461822867393, -0.021480293944478035, 0.0002564716851338744, 0.015400966629385948, 0.023405415937304497, -0.012310639955103397, -0.03566539287567139, 0.019453851506114006, 0.04883727431297302, 0.016718154773116112, -0.018136663362383842, 0.016414187848567963, -0.022290870547294617, 0.06484617292881012, 0.001887124846689403, -0.022696159780025482, -0.0060033369809389114, -0.011500063352286816, -0.03505745902657509, -0.05836155265569687, 0.00795378815382719, -0.014489066787064075, 0.03505745902657509, 0.022898804396390915, 0.006256642285734415, 0.03039664402604103, -0.013678489252924919, -0.01874459721148014, 0.004534165840595961, 0.006028667092323303, -0.030801933258771896, 0.022392194718122482, 0.026546401903033257, 0.028572844341397285, -0.008207093924283981, 0.02816755510866642, -0.01621154323220253, -0.05633511021733284, 0.013273200951516628, -0.018643274903297424, 0.006383294705301523, -0.0027736935298889875, 0.012614606879651546, -0.04924255982041359, 0.024013347923755646, 0.004306191112846136, 0.05228222534060478, 0.000405288563342765, 0.013779811561107635, 0.011500063352286816, 0.020365750417113304, 0.025735825300216675, 0.02674904651939869, -0.006687261629849672, 0.005952675826847553, -0.008308415301144123, 0.01763005368411541, -0.03850241377949715, -0.029180776327848434, 0.015400966629385948, -0.007497838698327541, 0.016616830602288246, -0.002520388225093484, 0.01702211983501911, 0.03181515261530876, 0.03181515261530876, 0.03890770301222801, -0.016008898615837097, -0.0026597061660140753, 0.010638824664056301, 0.02107500657439232, -0.017427409067749977, -0.00023747378145344555, 0.0023810705170035362, -0.039718277752399445, 0.03890770301222801, 0.016616830602288246, 0.036273326724767685, 0.003976894076913595, -0.02755962312221527, -0.002305078785866499, -0.04154207929968834, -0.00795378815382719, -0.007852465845644474, 0.04275794327259064, 0.05957741662859917, -0.03100457414984703, -0.02421599254012108, 0.02533053606748581, 0.015400966629385948, 0.001196867786347866, -0.013070556335151196, 0.010841469280421734, 0.03039664402604103, 0.016616830602288246, 0.01763005368411541, -0.01225997880101204, -0.0011145435273647308, 0.009878909215331078, 0.01109477411955595, -0.01935252919793129, 0.006079328712075949, -0.0019884470384567976, 0.003850241657346487, 0.011956012807786465, 0.018339307978749275, -0.02816755510866642, -0.02330409362912178, -0.007345855701714754, -0.017832696437835693, -0.013881133869290352, 0.024925246834754944, -0.021480293944478035, 0.001019554096274078, -0.0029130117036402225, 0.0041288770735263824, -0.007143211085349321, -0.011246757581830025, -0.012158657424151897, 0.004812801722437143, 0.008561721071600914, 0.004356852266937494, 0.016616830602288246, -0.01109477411955595, 0.03951563686132431, 0.00499011529609561]}\n",
      "{'doc_id': 'demo-001', 'chunk_id': 7, 'text': ' en ciudades densamente pobladas. Mediante sistemas hidropónicos y control automatizado de nutrientes, las plantas pueden crecer sin suelo tradicional. Sensores distribuidos monitorizan humedad, temperatura y niveles de nutrientes en tiempo real. Además, la integración con energías renovables permite que estas instalaciones funcionen de manera más sostenible. En algunos casos, los edificios agrícolas se diseñan para integrarse arquitectónicamente en el entorno urbano. Aunque todavía enfrenta desafíos económicos, la agricultura vertical representa una posible solución para la seguridad alimentaria en megaciudades.', 'source': 'local_demo', 'metadata': {'title': 'Demo', 'doc_id': 'demo-001'}, 'embedding': [-0.016137419268488884, -0.0921531617641449, -0.007007037755101919, 0.12060598284006119, 0.03057616576552391, -0.033124178647994995, 0.08663246035575867, -0.2089371234178543, -0.04735058918595314, 0.038220204412937164, 0.032062508165836334, -0.03885721042752266, -0.0018313848413527012, -0.003238100791350007, -0.08281044661998749, 0.06752236932516098, 0.07898842543363571, 0.02951449155807495, -0.08705713599920273, -0.07176905125379562, 0.007060121279209852, 0.008387211710214615, 0.0031982879154384136, -0.00785637553781271, 0.03333651274442673, 0.0271788127720356, -0.01836693286895752, -0.10234521329402924, 0.0649743527173996, 0.025692472234368324, 0.05648097023367882, 0.053083620965480804, -0.05032327026128769, -0.009342717006802559, 0.0019773649983108044, -2.6438130589667708e-05, -0.009342717006802559, 0.0024020338896661997, -0.03057616576552391, 0.05648097023367882, -0.005945365410298109, 0.012474650517106056, -0.011890730820596218, -0.015500416979193687, -0.018685434013605118, -0.14693546295166016, 0.012103065848350525, -0.0054941545240581036, -0.036309197545051575, -0.00560032157227397, -0.021764283999800682, -0.024949301034212112, -0.016880592331290245, -0.03991888090968132, -0.006290408782660961, 0.033973515033721924, -0.02261362224817276, -0.00565340556204319, 0.018048429861664772, -0.05478229373693466, -0.05648097023367882, -0.15627816319465637, -0.1074412390589714, -0.011412978172302246, 0.014120242558419704, -0.012740069068968296, 0.00658236863091588, -0.033973515033721924, 0.034185852855443954, 0.0061576999723911285, -0.0034238933585584164, -0.011519145220518112, 0.005945365410298109, -8.19063643575646e-06, 0.014544911682605743, 0.021976618096232414, 0.018791601061820984, -0.06327567994594574, 0.01157222967594862, 0.08281044661998749, 0.010616723448038101, 0.028028151020407677, -0.008281044661998749, 0.020065607503056526, -0.00891804788261652, 0.07771442085504532, 0.05860431492328644, 0.012209232896566391, -0.01465107873082161, 0.0047775255516171455, -0.020171774551272392, 0.030151495710015297, -0.021658115088939667, -0.020384108647704124, -0.011784563772380352, 0.008015627041459084, -0.03970654681324959, -0.0017517594387754798, 0.009714302606880665, -0.008493378758430481, 0.007060121279209852, -0.01316473726183176, 0.02505546808242798, -0.038432542234659195, -0.03439818322658539, 0.07601574063301086, -0.04076821729540825, -0.020808778703212738, 0.08281044661998749, -0.07346773147583008, 0.03694619610905647, 0.01942860521376133, -0.055206965655088425, 0.02420613169670105, -0.0377955362200737, 0.0046713585034012794, 0.01289931870996952, -0.00997972022742033, 0.033973515033721924, -0.018473098054528236, 0.008971131406724453, -0.036096859723329544, -0.03567219153046608, -0.015181914903223515, -0.03885721042752266, -0.008387211710214615, -0.029089823365211487, 0.008652630262076855, 0.015394248999655247, -0.001818113960325718, 0.009820469655096531, -0.01751759462058544, 0.004644816741347313, -0.021445780992507935, 0.025692472234368324, -0.048836931586265564, -0.00164559215772897, 0.022188952192664146, 0.026223307475447655, -0.020596442744135857, -0.03333651274442673, -0.021764283999800682, -0.01730526052415371, -0.03461052104830742, -0.011253727599978447, 0.0029063280671834946, -0.004007813520729542, -0.018685434013605118, -0.005971907172352076, 0.062426332384347916, -0.015818919986486435, 0.021127279847860336, -0.0012010169448330998, -0.015181914903223515, -0.005334903486073017, 0.001320454990491271, 0.008334128186106682, -0.00573303084820509, 0.02049027755856514, -0.008971131406724453, 0.03545985743403435, 0.005414528772234917, -0.022507455199956894, -0.025692472234368324, -0.034185852855443954, -0.0006303679547272623, 0.029726825654506683, -0.05478229373693466, -0.07644040882587433, -0.049898602068424225, -0.008811880834400654, 0.03163783997297287, 0.015181914903223515, -0.014969580806791782, -0.03142550215125084, -0.012421566992998123, -0.029089823365211487, 0.028028151020407677, -0.011890730820596218, -0.008652630262076855, 0.015606583096086979, -0.0135894063860178, 0.024843133985996246, -0.02739114686846733, 0.034185852855443954, -0.009501967579126358, 0.012156148441135883, -0.0078032915480434895, -0.019853273406624794, -0.009501967579126358, -0.03588452562689781, -0.01571275107562542, -0.02314445935189724, 0.0021100740414112806, -0.011890730820596218, -0.022825956344604492, 0.0109352245926857, 0.019110102206468582, -0.0109352245926857, 0.0041936058551073074, -0.009926636703312397, -0.10192055255174637, -0.007644041441380978, 0.05329595133662224, -0.02632947452366352, -0.0046713585034012794, 0.03291184455156326, 0.02845281921327114, -0.013111653737723827, -0.006078074220567942, 0.03800787031650543, -0.011253727599978447, 0.025480138137936592, 0.03461052104830742, -0.011253727599978447, -0.02314445935189724, 0.002999224467203021, 0.0020835320465266705, 0.003530060639604926, 0.04395323619246483, 0.020171774551272392, -0.007697124499827623, -0.05860431492328644, 0.0033708098344504833, 0.032062508165836334, -0.021764283999800682, 0.05329595133662224, 0.0377955362200737, 0.015288082882761955, -0.012315399944782257, -0.002574555343016982, -0.03439818322658539, -0.013270905241370201, -0.016986757516860962, -0.013695573434233665, 0.021445780992507935, 0.041405223309993744, -0.017092926427721977, 0.04819992557168007, 0.01316473726183176, 0.010298221372067928, -0.019640939310193062, 0.01995944045484066, 0.007431706413626671, -0.029726825654506683, 0.02579863741993904, 0.008068709634244442, 0.007962542586028576, -0.049049261957407, 0.024312296882271767, 0.026541810482740402, 0.11041393131017685, -0.05244661495089531, 0.04098055511713028, 0.01571275107562542, 0.015075747855007648, -0.0371585339307785, -0.008971131406724453, -0.03036382980644703, 0.02293212339282036, -0.017199091613292694, -0.0007663947180844843, -0.002879786305129528, -0.01571275107562542, 0.04225455969572067, 0.012686984613537788, 0.0020437194034457207, -0.05605630204081535, -0.01226231548935175, -0.04182989150285721, 0.0649743527173996, 0.01130681112408638, 0.021976618096232414, -0.02314445935189724, 0.0013469968689605594, 0.015288082882761955, 0.013005486689507961, 0.004113980568945408, 0.029939161613583565, 0.00875879731029272, 0.012686984613537788, -0.032062508165836334, -0.04289156198501587, -0.009714302606880665, -4.789966988028027e-05, 0.024949301034212112, 0.03163783997297287, 0.04182989150285721, 0.019640939310193062, -0.029726825654506683, -0.009448884055018425, -0.010775974951684475, -0.00573303084820509, 0.049049261957407, -0.00565340556204319, 0.037370868027210236, -0.0371585339307785, 0.10319454967975616, 0.04522724449634552, 0.010404389351606369, -0.013217820785939693, -0.0047244420275092125, -0.012474650517106056, -0.0026939937379211187, -0.03694619610905647, 0.024418465793132782, 0.037370868027210236, -0.0324871763586998, -0.0007133111357688904, 0.008068709634244442, 0.10489322990179062, 0.0025082009378820658, 0.010138971731066704, -0.0061046164482831955, 0.009661218151450157, -0.019003935158252716, -0.0039016457740217447, 0.02399379573762417, -0.032062508165836334, -0.04713825508952141, -0.01130681112408638, -0.008334128186106682, -0.03652152791619301, -0.014863412827253342, -0.003039037110283971, 0.04798759147524834, 0.009926636703312397, -0.009077299386262894, 0.039494212716817856, -0.0245246309787035, 0.020171774551272392, -0.003928187768906355, 0.036096859723329544, -0.00038817396853119135, 0.01783609576523304, 0.03588452562689781, 0.01332398783415556, -0.015818919986486435, 0.04289156198501587, 0.004034354817122221, 0.01422640960663557, -0.026223307475447655, -0.01995944045484066, 0.00875879731029272, -0.04013121500611305, -0.009714302606880665, -0.035247523337602615, 0.031000833958387375, 0.022295121103525162, 0.04098055511713028, 0.0054410709999501705, -0.007272455841302872, 0.00016505687381140888, -0.012209232896566391, -0.039281878620386124, -0.010563639923930168, 0.05945365130901337, 0.014120242558419704, -0.003238100791350007, 0.017199091613292694, -0.05350828915834427, 0.024949301034212112, 0.0218704491853714, -0.008281044661998749, -0.0032513716723769903, -0.010722890496253967, -0.004007813520729542, -0.02314445935189724, 0.06539902091026306, -0.013005486689507961, -0.17751161754131317, -0.018685434013605118, -0.01677442342042923, 0.021127279847860336, 0.036309197545051575, 0.012103065848350525, 0.02930215746164322, 0.02739114686846733, 0.038432542234659195, 0.00666199391707778, -0.031850170344114304, 0.021127279847860336, 0.013801741413772106, 0.021127279847860336, -0.01857926696538925, 0.0007863010978326201, -0.0033177263103425503, -0.04267922788858414, 0.01677442342042923, 0.02367529459297657, 0.006263867020606995, -0.007113204803317785, 0.007272455841302872, -0.00658236863091588, 0.03439818322658539, 0.026754144579172134, -0.06667302548885345, 0.001439893152564764, -0.0371585339307785, -0.02930215746164322, -0.013217820785939693, 0.029939161613583565, -0.014014075510203838, 0.03864487260580063, 0.0007829833775758743, -0.09300249814987183, 0.020702611654996872, -0.01024513877928257, -0.014969580806791782, 0.03333651274442673, -0.0007099934155121446, 0.0162435881793499, -0.011996897868812084, 0.013111653737723827, -0.014120242558419704, -0.011837647296488285, -0.05987832322716713, 0.0371585339307785, -0.011731479316949844, 0.0049102348275482655, -0.021764283999800682, 0.027815816923975945, -0.018260763958096504, -0.031000833958387375, -0.014120242558419704, 0.0007265820167958736, -0.02930215746164322, -0.052021946758031845, 0.030788497999310493, 0.18855302035808563, -0.03291184455156326, -0.008281044661998749, -0.002640909980982542, 0.02367529459297657, -0.020384108647704124, 0.03694619610905647, 0.029939161613583565, -0.07134438306093216, 0.024418465793132782, -0.0012740067904815078, -0.0245246309787035, 0.01024513877928257, -0.013907908461987972, -0.03142550215125084, -0.014014075510203838, -0.02293212339282036, 0.003768936963751912, 0.007166288327425718, -0.015818919986486435, 0.029939161613583565, -0.020277943462133408, -0.013536322861909866, 0.002893057418987155, 0.015500416979193687, 0.007431706413626671, -0.018260763958096504, 0.030788497999310493, -0.05605630204081535, 0.004750983789563179, 0.027603482827544212, -0.027815816923975945, 0.004565190989524126, 0.010032803751528263, -0.013907908461987972, 0.006078074220567942, -0.008334128186106682, -0.0052552781999111176, 0.01857926696538925, 0.017092926427721977, 0.008440296165645123, 0.02473696507513523, -0.0031982879154384136, 0.03482285141944885, -0.030788497999310493, -0.013695573434233665, -0.03800787031650543, -0.05138494446873665, -0.009608135558664799, -0.0035035188775509596, 0.0537206195294857, 0.014332576654851437, -0.0078032915480434895, -0.024630799889564514, -0.06327567994594574, 0.05605630204081535, -0.020171774551272392, 0.03269951045513153, 0.04522724449634552, -0.0245246309787035, 0.02133961394429207, 0.004750983789563179, 0.025161635130643845, 0.003238100791350007, -0.024949301034212112, 0.013907908461987972, -0.016137419268488884, -0.014438744634389877, -0.02632947452366352, -0.010138971731066704, 0.010563639923930168, 0.010988309048116207, 0.006900870706886053, -0.019640939310193062, 0.008652630262076855, -0.020277943462133408, -0.025692472234368324, 0.038432542234659195, -0.04947393015027046, -0.013536322861909866, 0.03482285141944885, -0.014757245779037476, -0.024630799889564514, 0.007644041441380978, -0.0038485622499138117, -0.002640909980982542, 0.015075747855007648, 0.007697124499827623, -0.025480138137936592, -0.010988309048116207, -0.014014075510203838, -0.01422640960663557, -0.02314445935189724, -0.0023356792517006397, -0.035247523337602615, -0.04968626797199249, 0.02664797566831112, 0.011996897868812084, -0.02293212339282036, 0.031000833958387375, -0.03057616576552391, -0.010192054323852062, -0.024949301034212112, -0.009342717006802559, 0.03227483853697777, 0.045651912689208984, -0.008227961137890816, 0.014120242558419704, 0.017411425709724426, 0.023250624537467957, 0.007113204803317785, 0.00015759198868181556, 0.009024214930832386, -0.00565340556204319, -0.00560032157227397, 0.005122569389641285, -0.00666199391707778, 0.023887628689408302, -0.03461052104830742, -0.0031982879154384136, 0.037370868027210236, -0.00042466894956305623, -0.00875879731029272, 0.0484122633934021, -0.027072645723819733, -0.00560032157227397, -0.02664797566831112, 0.01571275107562542, -0.037370868027210236, 0.0245246309787035, -0.04735058918595314, -0.018685434013605118, 0.003530060639604926, 0.012368482537567616, 0.03461052104830742, 0.021976618096232414, 0.0135894063860178, -0.004220148082822561, -0.023569127544760704, -0.0061576999723911285, -0.017729928717017174, 0.017623761668801308, -0.026010973379015923, 0.02346295863389969, 0.03269951045513153, 0.031213166192173958, -0.03291184455156326, 0.032062508165836334, 0.04607658088207245, 0.033973515033721924, 0.01157222967594862, 0.019853273406624794, -0.01730526052415371, -0.03652152791619301, 0.012049981392920017, 0.004989860113710165, -0.0162435881793499, -0.038220204412937164, -0.01422640960663557, 0.006423118058592081, -0.025373969227075577, -0.0009223278611898422, -0.04182989150285721, -0.04076821729540825, -0.033124178647994995, 0.022295121103525162, -0.015075747855007648, -0.016986757516860962, -0.011253727599978447, -0.0066354526206851006, 0.03291184455156326, 0.014438744634389877, 0.03503518924117088, 0.00891804788261652, -0.017729928717017174, -0.013111653737723827, -0.02293212339282036, -0.06157699599862099, -0.003118662629276514, -0.0002048695896519348, 0.001114755985327065, 0.004060897044837475, 0.02686030976474285, -0.0060515329241752625, 0.0033708098344504833, -0.00785637553781271, -0.02155194990336895, -0.03567219153046608, -0.0030655788723379374, -0.026010973379015923, -0.05563163384795189, -0.04289156198501587, -0.020065607503056526, -0.0245246309787035, 0.02951449155807495, -0.03376118466258049, 0.00891804788261652, 0.016880592331290245, -0.04543957859277725, 0.003768936963751912, 0.01751759462058544, -0.04862459376454353, -0.014863412827253342, -0.030151495710015297, 0.00022062878997530788, 2.92374625132652e-05, 0.015500416979193687, -0.011094476096332073, -0.03036382980644703, 0.0029726827051490545, -0.02664797566831112, -0.012633901089429855, -0.03142550215125084, -0.021233446896076202, -0.05775497853755951, 0.026223307475447655, 0.003822020720690489, 0.012633901089429855, -0.03057616576552391, 0.04119288548827171, -0.03376118466258049, 0.013005486689507961, -0.038220204412937164, -0.01465107873082161, -0.018685434013605118, -0.016562089323997498, 0.0271788127720356, -0.050960276275873184, 0.03588452562689781, 0.010351305827498436, 0.039281878620386124, 0.007060121279209852, -0.020808778703212738, 0.022295121103525162, -0.025373969227075577, 0.0050164018757641315, -0.04607658088207245, 0.044590242207050323, 0.019110102206468582, 0.019110102206468582, 0.04395323619246483, -0.04098055511713028, -0.00891804788261652, 0.004034354817122221, -0.024312296882271767, -0.004140522330999374, -0.03503518924117088, 0.0044324821792542934, 0.003875104244798422, -0.036096859723329544, -0.01730526052415371, -0.006290408782660961, 0.07049504667520523, 0.01645592227578163, -0.027072645723819733, 0.00010865553485928103, -0.028665153309702873, -0.044590242207050323, 0.016986757516860962, 0.055206965655088425, 0.013907908461987972, 0.0011545686284080148, 0.018685434013605118, 0.0377955362200737, -0.01289931870996952, 0.025480138137936592, 0.008971131406724453, -0.007113204803317785, -0.012793151661753654, 0.006263867020606995, 0.007697124499827623, -0.03461052104830742, -0.009077299386262894, -0.03291184455156326, 0.0109352245926857, 0.0377955362200737, -0.039281878620386124, -0.04968626797199249, 0.03057616576552391, -0.03461052104830742, -0.010457472875714302, 0.023781461641192436, -0.003875104244798422, 0.027603482827544212, -0.03673386573791504, 0.016349755227565765, 0.02240128628909588, -0.004750983789563179, -0.009714302606880665, -0.03057616576552391, 0.0044324821792542934, -0.009926636703312397, -0.1027698889374733, -0.002999224467203021, 0.0484122633934021, -0.03567219153046608, 0.025373969227075577, 0.006608910392969847, -0.01422640960663557, 0.055206965655088425, 0.0017915720818564296, 0.006608910392969847, -0.009873553179204464, 0.02261362224817276, 0.0010683079017326236, -0.033124178647994995, 0.006131157744675875, 0.023887628689408302, 0.05478229373693466, -0.0007630770560353994, 0.016349755227565765, 0.0324871763586998, -0.012049981392920017, -0.01252773404121399, 0.009448884055018425, -0.022825956344604492, 0.004883692599833012, -0.0022693248465657234, 0.016668256372213364, 0.013377072289586067, 0.00013105018297210336, 0.03885721042752266, 0.00329118431545794, -0.014332576654851437, 0.004936776589602232, -0.020384108647704124, -0.021445780992507935, -0.0061576999723911285, -0.0019773649983108044, 0.01332398783415556, 0.002800160786136985, -0.010457472875714302, -0.054145291447639465, 0.015500416979193687, 0.019110102206468582, 0.031213166192173958, 0.009661218151450157, 0.02505546808242798, -0.040555886924266815, -0.01751759462058544, -0.00891804788261652, 0.014332576654851437, 0.019640939310193062, 0.002893057418987155, 0.01783609576523304, 0.014120242558419704, -0.0044855657033622265, 0.016349755227565765, -0.030788497999310493, -0.049049261957407, -0.019216271117329597, 0.028665153309702873, -0.031213166192173958, 0.04501491039991379, -0.007537873927503824, -0.0047775255516171455, 0.007007037755101919, 0.026435641571879387, 0.016031254082918167, -0.01889776811003685, 0.0031452043913304806, -0.0027205354999750853, -0.0012740067904815078, 0.0014664349146187305, 0.04522724449634552, 0.00997972022742033, -0.000257123785559088, 0.004405940417200327, -0.0025082009378820658, -0.031850170344114304, 0.03567219153046608, 0.004087438806891441, -0.012846236117184162, -0.012952403165400028, -0.02346295863389969, 0.029089823365211487, 0.020171774551272392, 0.007219372317194939, -0.002521471818909049, -0.007431706413626671, 0.010457472875714302, 0.0026541808620095253, 0.013801741413772106, -0.012103065848350525, -0.0054410709999501705, 0.01024513877928257, 0.0012806423474103212, -0.04182989150285721, 0.019216271117329597, -0.005547238048166037, -0.016880592331290245, -0.013801741413772106, -0.019534770399332047, -3.1103681976674125e-05, -0.02611714042723179, -0.041617557406425476, 0.057330306619405746, 0.05159727483987808, 0.019216271117329597, -0.0537206195294857, -0.06115233153104782, 0.008440296165645123, 0.01024513877928257, 0.03227483853697777, 0.007113204803317785, 0.000942234240937978, -0.006131157744675875, -0.021127279847860336, 0.01942860521376133, -0.027603482827544212, 0.045651912689208984, 0.05690563842654228, -0.012156148441135883, 0.004697900265455246, -0.009395800530910492, -0.015500416979193687, 0.0014266222715377808, -0.009395800530910492, -0.006502743344753981, 0.0067947031930089, 0.022719789296388626, 0.03269951045513153, 0.02346295863389969, 0.0012740067904815078, -0.01289931870996952, -0.02930215746164322, 0.03673386573791504, 0.040343549102544785, -0.01120064314454794, -0.031850170344114304, 0.029939161613583565, -0.014544911682605743, -0.015075747855007648, -0.023250624537467957, -0.03036382980644703, 0.017411425709724426, -0.02049027755856514, -0.002056990284472704, 0.025480138137936592, 0.013801741413772106, -0.009130381979048252, 0.020808778703212738, -0.01645592227578163, 0.021127279847860336, 0.017199091613292694, -0.036096859723329544, 0.023250624537467957, -0.06200166791677475, 0.02824048511683941, 0.005149110686033964, 0.0023356792517006397, -0.04182989150285721, 0.018473098054528236, -0.003105391748249531, 0.011094476096332073, -0.012368482537567616, 0.04225455969572067, 0.03163783997297287, -0.04416557028889656, 0.030788497999310493, -0.016349755227565765, -0.03461052104830742, -0.03227483853697777, -0.0007697124965488911, 0.013695573434233665, -0.06667302548885345, 0.003636227920651436, 0.03673386573791504, -0.01146606169641018, 0.020914945751428604, 0.00020238129945937544, -0.020808778703212738, 0.028665153309702873, 0.02261362224817276, -0.0044855657033622265, -0.004167064093053341, 0.005414528772234917, 0.028877489268779755, 0.018154598772525787, -0.019747106358408928, 0.029939161613583565, -0.015925085172057152, 0.0649743527173996, 0.009130381979048252, -0.03545985743403435, -0.013801741413772106, -0.003689311444759369, -0.02611714042723179, -0.05244661495089531, 0.014863412827253342, -0.025480138137936592, 0.039494212716817856, 0.02824048511683941, 0.0034504353534430265, 0.053083620965480804, -0.016137419268488884, -0.010085887275636196, -0.0135894063860178, 0.022295121103525162, -0.03885721042752266, 0.029726825654506683, 0.03227483853697777, 0.03227483853697777, 0.010669806972146034, 0.036096859723329544, -0.023038290441036224, -0.039494212716817856, 0.03269951045513153, 0.00546761229634285, 0.0003450435178820044, 0.0013536321930587292, 0.0109352245926857, -0.053083620965480804, 0.0046713585034012794, 0.01836693286895752, 0.047775257378816605, 0.0036627696827054024, 0.020702611654996872, 0.033124178647994995, -0.007431706413626671, 0.03673386573791504, -0.0007166288560256362, 0.011359894648194313, 0.0026541808620095253, -0.028028151020407677, 0.008440296165645123, -0.043528567999601364, -0.011890730820596218, 0.012421566992998123, -0.0109352245926857, 0.043316230177879333, 0.017411425709724426, 0.0377955362200737, 0.03906954079866409, 0.03567219153046608, 0.029939161613583565, 0.004007813520729542, -0.008705712854862213, 0.003344268072396517, 0.039281878620386124, -0.008334128186106682, -0.007113204803317785, 0.007060121279209852, -0.047775257378816605, 0.05478229373693466, 0.020384108647704124, 0.04119288548827171, 0.00010699666745495051, -0.04692591726779938, -0.012952403165400028, -0.053083620965480804, -0.014014075510203838, -0.024418465793132782, 0.03567219153046608, 0.057330306619405746, -0.016137419268488884, -0.04586424678564072, 0.03227483853697777, 0.00997972022742033, -0.018260763958096504, 0.013536322861909866, 0.021658115088939667, 9.331104956800118e-05, 0.015925085172057152, -0.0005739666521549225, -0.007166288327425718, 0.008227961137890816, 0.01751759462058544, 0.04098055511713028, -0.02399379573762417, -0.007113204803317785, -0.009289633482694626, -0.010351305827498436, 0.020277943462133408, 0.010669806972146034, -0.05117260664701462, -0.04501491039991379, -0.014438744634389877, -0.02399379573762417, -0.0027868901379406452, 0.0034504353534430265, -0.039494212716817856, 0.020596442744135857, 0.0218704491853714, 0.013907908461987972, 0.0003566555678844452, 0.007378622889518738, 0.008440296165645123, 0.01730526052415371, 0.015606583096086979, -0.002521471818909049, 0.009820469655096531, -0.02346295863389969, 0.044590242207050323, -0.00011860871018143371]}\n"
     ]
    }
   ],
   "source": [
    "for i in range(len(chunks)):\n",
    "    doc_id = f\"{chunks[i].doc_id}:{chunks[i].chunk_id}\"\n",
    "    doc = es.get(index=es_index, id=doc_id)\n",
    "    print(doc[\"_source\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6cc45ba9",
   "metadata": {},
   "source": [
    "## Retrieve"
   ]
  }
 ],
 "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": "3.12.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}