notebooks/llamaindex_query_router.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "LLM application through query routing and long-context, a type of reflection flow based on the user query\n",
    "===\n",
    "\n",
    "RAG routing is based on the complexity of the query and the context. The routing follows these rules:\n",
    "\n",
    "1. Simple query, direct answer, no routing.\n",
    "2. Answerable question, but complex query, then routing for query decomposition.\n",
    "3. Route to long-context query for unanswerable questions.\n",
    "\n",
    "Origin paper: [Retrieval Augmented Generation or Long-Context LLMs? A Comprehensive Study and Hybrid Approach](https://arxiv.org/abs/2407.16833)\n",
    "\n",
    "Impl. by: LLama-Index\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from rich.pretty import pprint as pp\n",
    "from icecream import ic\n",
    "from IPython.display import Markdown\n",
    "\n",
    "import nest_asyncio\n",
    "nest_asyncio.apply()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Const"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from llama_index.core.response_synthesizers import ResponseMode\n",
    "\n",
    "llm = \"llama3-70b-8192\" #\"models/gemini-1.5-pro-exp-0801\" # Gemini for \"models/gemini-1.5-pro\" # Grop for \"llama3-70b-8192\", \"llama-3.1-70b-versatile\", \"llama-3.1-8b-instant\" # openai for \"gpt-3.5-turbo\", \"gpt-4o-mini\"\n",
    "embeds = \"text-embedding-3-small\" # Gemini for \"models/text-embedding-004\", openai for \"text-embedding-3-large\",  \"text-embedding-3-small\"\n",
    "chunk_size = 512\n",
    "MAX_TOKENS = 2048\n",
    "data_urls = [\n",
    "    \"https://hermesworld.com/de/karriere/jobs/Junior-Manager-mwd-HR-Controlling-de-j4364.html\",\n",
    "    \"https://hermesworld.com/de/karriere/jobs/Senior-Product-Manager-mwd-de-j3839.html\",\n",
    "]\n",
    "rerank_top_k = 5\n",
    "similarity_top_k = 5\n",
    "num_multi_steps = 4\n",
    "verbose = True\n",
    "streaming = False\n",
    "response_mode = ResponseMode.TREE_SUMMARIZE\n",
    "# https://github.com/run-llama/llama_index/blob/71c2cfdfbec6bcdd71f0e39f5dbb52c0e9f68ae5/llama-index-core/llama_index/core/response_synthesizers/type.py"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Token counting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from llama_index.core.callbacks import TokenCountingHandler\n",
    "import tiktoken\n",
    "\n",
    "token_counter = TokenCountingHandler(\n",
    "    tokenizer=tiktoken.encoding_for_model( \"gpt-4o-mini\").encode,\n",
    "    verbose=verbose,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Metric</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Embedding Tokens</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LLM Prompt Tokens</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LLM Completion Tokens</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total LLM Token Count</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Count\n",
       "Metric                      \n",
       "Embedding Tokens           0\n",
       "LLM Prompt Tokens          0\n",
       "LLM Completion Tokens      0\n",
       "Total LLM Token Count      0"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "def get_df_token_counter(counter: TokenCountingHandler) -> pd.DataFrame:\n",
    "    data = {\n",
    "        'Metric': ['Embedding Tokens', 'LLM Prompt Tokens', 'LLM Completion Tokens', 'Total LLM Token Count'],\n",
    "        'Count': [counter.total_embedding_token_count, counter.prompt_llm_token_count, counter.completion_llm_token_count, counter.total_llm_token_count]\n",
    "    }\n",
    "    df = pd.DataFrame(data) \n",
    "    df.set_index('Metric', inplace=True)\n",
    "    \n",
    "    counter.reset_counts()\n",
    "    return df\n",
    "\n",
    "df = get_df_token_counter(token_counter)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## LLama-Index setting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from llama_index.core import Settings\n",
    "from llama_index.embeddings.gemini import GeminiEmbedding\n",
    "from llama_index.llms.gemini import Gemini\n",
    "from llama_index.core.callbacks import CallbackManager\n",
    "from llama_index.llms.groq import Groq\n",
    "from llama_index.llms.openai import OpenAI\n",
    "from llama_index.embeddings.openai import OpenAIEmbedding\n",
    "\n",
    "Settings.llm = Groq(\n",
    "    model=llm, temperature=0, max_tokens=MAX_TOKENS\n",
    ")  \n",
    "Settings.embed_model = OpenAIEmbedding(model_name=embeds) # GeminiEmbedding, OpenAIEmbedding\n",
    "Settings.callback_manager  = CallbackManager([token_counter])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ic| temp_file.name: '/tmp/tmpw2j74v6g.txt'\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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[Karriere](https://www.hermesworld.com/de/karriere/karriere-uebersicht/)\\n  * [Jobs bei Hermes Germany](https://www.hermesworld.com/de/karriere/jobs/)\\n\\n# (Junior) Manager (m/w/d) HR Controlling\\n\\n  *  __Hermes Germany GmbH\\n  *  __Hermes Zentrale Hamburg\\n  *  __Berufserfahrung (Junior Level)\\n  * __Berufserfahrung\\n\\n  *  __Finanzen, Controlling\\n  * __Personalwesen, HR\\n  *  __Vollzeit\\n\\n![scheme\\nimage](https://hermesworld.com/de/karriere/jobs/inc/display_image.php?id=4364-HO-1-DE&type=tmp)\\n\\nBei uns stimmt die Balance zwischen Arbeits- und Privatleben. Mit dieser\\nVoraussetzung sorgen wir daf\\xc3\\xbcr, dass du deinen beruflichen Erfolg mit Freude,\\nTeamwork und Eigenverantwortung gestalten kannst. Werde ein Teil von uns und\\nsorge mit neuester Technik und \\xc3\\xbcber 6.000 Kolleg*innen daf\\xc3\\xbcr, dass jeden Tag\\nmehrere Millionen Pakete genau dort ankommen, wo sie bereits erwartet werden.\\nAls Teil der Division Strategy, People & Organization besch\\xc3\\xa4ftigt sich das\\nTeam People Analytics and Compensation mit Zahlen und Daten rund um die\\nMitarbeitenden von Hermes Germany. In unseren Auswertungen und Analysen\\nbesch\\xc3\\xa4ftigen wir uns mit Fragestellungen wie \\xe2\\x80\\x9eWie hoch ist die Frauenquote auf\\nden F\\xc3\\xbchrungsebenen von Hermes?\\xe2\\x80\\x9c oder \\xe2\\x80\\x9eWie ver\\xc3\\xa4ndert sich der Krankenstand \\xc3\\xbcber\\ndas Gesch\\xc3\\xa4ftsjahr hinweg?\\xe2\\x80\\x9c. Au\\xc3\\x9ferdem begleiten wir zahlreiche Projekte mit\\nunseren Analysen und Erkenntnissen.\\n\\n## Was dich erwartet:\\n\\n  * Du erstellst Auswertungen, Statistiken und Pr\\xc3\\xa4sentationen f\\xc3\\xbcr interne Stakeholder wie HR Kolleg*innen oder Fachbereiche sowie f\\xc3\\xbcr externe Stakeholder wie Beh\\xc3\\xb6rden\\n  * Du begleitest tatkr\\xc3\\xa4ftig Prozesse (z.B. Gehaltsrunde) sowie HR-Projekte, um datenbasierte Entscheidungen treffen zu k\\xc3\\xb6nnen\\n  * Du arbeitest aktiv an dem Aufbau einer Qualit\\xc3\\xa4tskontrolle zwischen unseren Systemen mit\\n  * Neue Ideen und Verbesserungsvorschl\\xc3\\xa4ge bringst du mit \\xc3\\x9cberzeugungskraft ein\\n  * Unser Team besteht aus zwei HR Controllern und einer Teamleiterin. Wir zeichnen uns durch viel Leidenschaft an den Themen und Spa\\xc3\\x9f an der Arbeit aus \\n\\n## Was du mitbringen solltest:\\n\\n  * Du hast dein Studium z.B. in den Studieng\\xc3\\xa4ngen Wirtschafts-, Sozialwissenschaften oder Personalmanagement abgeschlossen\\n  * Erste Berufserfahrung in Form von Praktika, Werkstudentent\\xc3\\xa4tigkeiten oder Nebenjobs konntest du bereits sammeln\\n  * Du hast Spa\\xc3\\x9f am Umgang mit Daten und gro\\xc3\\x9fen Zahlenmengen\\n  * Du interessierst dich f\\xc3\\xbcr Fragestellungen rund um moderne Personalarbeit\\n  * Probleml\\xc3\\xb6sef\\xc3\\xa4higkeit, Selbstorganisation und Zielorientierung z\\xc3\\xa4hlen zu deinen St\\xc3\\xa4rken\\n  * Sichere Anwendung der g\\xc3\\xa4ngigen MS-Office Programme (insbesondere Excel und Power Point) ist von Vorteil\\n\\n## Was wir dir bieten:\\n\\n  * Einsatz f\\xc3\\xbchrender Technologien und agiler Prozesse\\n  * Du arbeitest f\\xc3\\xbcr einen mehrfach ausgezeichneten Arbeitgeber, dessen Unternehmenskultur gepr\\xc3\\xa4gt ist durch ein offenes und kooperatives Miteinander\\n  * Flexible Arbeitszeiten, nach Absprache ist auch mobiles Arbeiten m\\xc3\\xb6glich\\n  * Umfangreiches Weiterbildungsangebot\\n  * 15% Rabatt auf otto.de und anderen Shops\\n  * Bezuschussung des Deutschlandtickets, Altersvorsorge, JobRad, verschiedene Sport- und Freizeitangebote uvm.\\n  * Verg\\xc3\\xbcnstigte und vielf\\xc3\\xa4ltige Speiseauswahl in unserer modernen Kantine\\n\\nDie Hermes Gruppe bietet vielseitige Arbeitspl\\xc3\\xa4tze mit langfristigen\\nPerspektiven und t\\xc3\\xa4glich wechselnden Herausforderungen in einer sicheren und\\nzukunftsorientierten Branche. Unser Arbeitsfeld bewegt sich \\xc3\\xbcber die\\nLandesgrenzen hinaus: Wir sind ein international t\\xc3\\xa4tiges Unternehmen und leben\\neine multikulturelle Arbeitsatmosph\\xc3\\xa4re. Unsere Wertsch\\xc3\\xa4tzung gilt allen\\nMenschen gleicherma\\xc3\\x9fen - unabh\\xc3\\xa4ngig von Geschlecht, Nationalit\\xc3\\xa4t, ethnischer\\nHerkunft, Religion, Behinderung oder sexueller Orientierung. Logistik bewegt\\ndie Welt - beweg dich mit!\\n\\nHaben wir dein Interesse geweckt? Dann mache jetzt den ersten Schritt und\\nbewirb dich gleich online bei uns oder informiere dich auf unserer Homepage.\\n\\n  * Lisa Schille\\n  * Junior HR Manager Recruiting\\n\\n  * Viktoria Gratenau\\n  * Teamlead HR Controlling\\n\\n[Zur\\xc3\\xbcck](https://hermesworld.com/de/karriere/jobs/)\\n\\n[Jetzt bewerben!](https://hermesworld.com/de/karriere/jobs/Junior-Manager-mwd-\\nHR-Controlling-de-f4364.html)\\n\\n[ ![rexx systems - software for\\nsuccess](https://hermesworld.com/de/karriere/jobs/bilder/rexx_systems_logo.svg)\\n](https://www.rexx-systems.com \"rexx systems - software for success\")\\n\\n\\n\\n###### Tools & Services\\n\\n  * [ Sendungsverfolgung ](https://www.myhermes.de/empfangen/sendungsverfolgung/)\\n  * [ PaketShop finden ](https://www.myhermes.de/paketshop/)\\n  * [ myHermes Business-Portal ](https://business.myhermes.de/konto/)\\n  * [ click2supplychain.com 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\\xc3\\x9cbersicht](https://www.hermesworld.com/de/karriere/karriere-uebersicht/)\\n    * [Jobs bei Hermes Germany](https://www.hermesworld.com/de/karriere/jobs/)\\n    * [Jobb\\xc3\\xb6rse der Hermes-Gruppe](https://www.hermesworld.com/de/karriere/jobboerse/)\\n    * [Unsere Gesellschaften](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/)\\n      * [Hermes Fulfilment](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-fulfilment/hermes-fulfilment/)\\n        * [Hermes Fulfilment](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-fulfilment/hermes-fulfilment/)\\n        * [Was uns auszeichnet](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-fulfilment/was-uns-auszeichnet/)\\n        * [Ausbildung](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-fulfilment/ausbildung-duales-studium/)\\n        * [Studierende & Absolventen](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-fulfilment/studierende-absolventen/)\\n        * [Deine Bewerbung](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-fulfilment/ihre-bewerbung/)\\n      * [Hermes Germany](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-germany/hermes-germany/)\\n        * [Hermes Germany](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-germany/hermes-germany/)\\n        * [Ausbildung & Duales Studium](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-germany/ausbildung-duales-studium/)\\n        * [Studierende & Absolventen](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-germany/studierende-absolventen/)\\n        * [Berufserfahrene](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-germany/berufserfahrene/)\\n        * [Tech](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-germany/tech/)\\n          * [ Architecture & Information Security ](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-germany/tech/architecture-integration-security/)\\n          * [ANS](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-germany/tech/ans/)\\n          * [Cloud & Application Infrastructure](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-germany/tech/cloud-application-infrastructure/)\\n          * [IT-Finance und IT-Licensemanagement](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-germany/tech/it-finance-and-it-licensemanagement/)\\n          * [BlueOps](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-germany/tech/blueops/)\\n          * [European Network](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-germany/tech/european-network/)\\n          * [Black OPs](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-germany/tech/black-ops/)\\n          * [Business Analytics](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-germany/tech/business-analytics/)\\n          * [Support Solutions](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-germany/tech/support-solutions/)\\n          * [Servicedesk](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-germany/tech/servicedesk/)\\n          * [Supply Chain Solutions](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-germany/tech/supply-chain-solutions/)\\n        * [Logistik & gewerbliche Jobs](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-germany/logistik-gewerbliche-jobs/)\\n      * [Hermes Europe](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-europe/)\\n      * [Hermes Einrichtungs Service](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-einrichtungs-service/jobs-beim-hes-in-ansbach/)\\n        * [Hermes Einrichtungs Service](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-einrichtungs-service/hermes-einrichtungs-service/)\\n        * [Was wir dir bei HES bieten](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-einrichtungs-service/was-wir-ihnen-bei-hes-bieten/)\\n        * [Jobs beim HES](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-einrichtungs-service/jobs-beim-hes/)\\n        * [Jobs beim HES in Ansbach](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-einrichtungs-service/jobs-beim-hes-in-ansbach/)\\n        * [Jobs in unseren Depots](https://www.hermesworld.com/de/karriere/unsere-gesellschaften/hermes-einrichtungs-service/jobs-in-unseren-depots/)\\n    * [Karrieremessen](https://www.hermesworld.com/de/karriere/karrieremessen/)\\n\\n  * [Newsroom](https://newsroom.hermesworld.com)\\n\\n    * [Presse](https://newsroom.hermesworld.com/presse/)\\n    * [Mediathek](https://newsroom.hermesworld.com/?s=&fwp_posttype=pressematerial&fwp_pressematerial_type=foto&fwp_paged=2)\\n    * [Pressekontakt](https://newsroom.hermesworld.com/kontakt/)\\n\\n  * [Kontakt](https://www.hermesworld.com/de/kontakt/)\\n\\n  * [ Start](https://www.hermesworld.com/de/)\\n  * [Karriere](https://www.hermesworld.com/de/karriere/karriere-uebersicht/)\\n  * [Jobs bei Hermes Germany](https://www.hermesworld.com/de/karriere/jobs/)\\n\\n# (Senior-) Product Manager (m/w/d)\\n\\n  * __Hermes Germany GmbH\\n  *  __Hermes Zentrale Hamburg\\n  *  __Berufserfahrung\\n\\n  *  __Marketing / Kommunikation / Redaktion\\n  * __Marketing, Kommunikation, PR\\n  *  __Vollzeit\\n\\n![scheme\\nimage](https://hermesworld.com/de/karriere/jobs/inc/display_image.php?id=3839-HO-1-DE&type=tmp)\\n\\nBei uns stimmt die Balance zwischen Arbeits- und Privatleben. Mit dieser\\nVoraussetzung sorgen wir daf\\xc3\\xbcr, dass du deinen beruflichen Erfolg mit Freude,\\nTeamwork und Eigenverantwortung gestalten kannst. Werde ein Teil von uns und\\nsorge mit neuester Technik und \\xc3\\xbcber 6.000 Kolleg*innen daf\\xc3\\xbcr, dass jeden Tag\\nmehrere Millionen Pakete genau dort ankommen, wo sie bereits erwartet werden.\\n\\n## Was dich erwartet:\\n\\n  * Du verantwortest strategisch und operativ einen Teil unseres Produktportfolios (z.B. Retoure) \\xc3\\xbcber die gesamte Customer Journey, von der Beauftragung durch den Versender bis zur Zustellung an den Empf\\xc3\\xa4nger\\n  * Du beobachtest und analysierst die Zielgruppen, den Markt und den Wettbewerb, um darauf basierend Produkt-, Preis- und Kommunikationsma\\xc3\\x9fnahmen zu initiieren und umzusetzen, die den ganzheitlichen Erfolg unseres Produktportfolios \\xc3\\xbcber den gesamten Lebenszyklus vorantreiben\\n  * Du hast die wesentlichen Produkt-KPIs (wie z.B. Menge, Deckungsbeitrag, Qualit\\xc3\\xa4t, Kundenzufriedenheit) kontinuierlich im Blick und leitest Optimierungspotenziale ab\\n  * Du leitest neue Produktideen unter Ber\\xc3\\xbccksichtigung der Unternehmensziele ab und erstellst daf\\xc3\\xbcr Marktanalysen, Business Cases und Pr\\xc3\\xa4sentationen mit klaren Handlungsempfehlungen\\n  * Du initiierst Produkt-Launches und koordinierst deren Umsetzung als Initiativen-Owner\\n  * Du begleitest die Entwicklung, Durchf\\xc3\\xbchrung und Auswertung von Marktforschungen und Kundenbefragungen\\n  * Du \\xc3\\xbcbernimmst als \\xe2\\x80\\x9eProduct Lead\\xe2\\x80\\x9c die fachliche Leitung eines crossfunktionalen Produktteams mit dedizierten Vertretern relevanter Funktionen wie z.B. Operations, IT, Sales, Controlling oder Legal \\n\\n## Was du mitbringen solltest:\\n\\n  * Du hast Dein Studium, idealerweise mit Schwerpunkt Produktmanagement, oder eine vergleichbare Ausbildung erfolgreich abgeschlossen\\n  * Du bringst mehrj\\xc3\\xa4hrige Berufserfahrung im Produkt- oder Brand Management mit, gern auch aus dem FMCG-Umfeld\\n  * Dich zeichnet eine hohe analytische Kompetenz, verbunden mit einem sehr guten Zahlenverst\\xc3\\xa4ndnis hinsichtlich der Interpretation und Steuerung von Kennzahlen aus\\n  * Du verf\\xc3\\xbcgst \\xc3\\xbcber eine ausgepr\\xc3\\xa4gte Kundenorientierung\\n  * Du bist kreativ und suchst permanent nach den besten L\\xc3\\xb6sungen\\n  * Deine Arbeitsweise ist ergebnisorientiert und gepr\\xc3\\xa4gt von hoher Eigenverantwortung und Selbstst\\xc3\\xa4ndigkeit\\n  * Dank Deiner offenen Art und zielgerichteten Kommunikation, gepaart mit einem hohen Ma\\xc3\\x9f an Verhandlungsgeschick, f\\xc3\\xa4llt es Dir leicht, aktiv zwischen den relevanten Unternehmensbereichen hierarchie\\xc3\\xbcbergreifend vermitteln zu k\\xc3\\xb6nnen\\n\\n## Was wir dir bieten:\\n\\n  * Einsatz f\\xc3\\xbchrender Technologien und agiler Prozesse\\n  * Du arbeitest f\\xc3\\xbcr einen mehrfach ausgezeichneten Arbeitgeber, dessen Unternehmenskultur gepr\\xc3\\xa4gt ist durch ein offenes und kooperatives Miteinander\\n  * Flexible Arbeitszeiten, nach Absprache ist auch mobiles Arbeiten m\\xc3\\xb6glich\\n  * Umfangreiches Weiterbildungsangebot\\n  * 15% Rabatt auf otto.de und anderen Shops\\n  * Bezuschussung des Deutschlandtickets, Altersvorsorge, JobRad, verschiedene Sport- und Freizeitangebote uvm.\\n  * Verg\\xc3\\xbcnstigte und vielf\\xc3\\xa4ltige Speiseauswahl in unserer modernen Kantine\\n\\n  \\nDie Hermes Gruppe bietet vielseitige Arbeitspl\\xc3\\xa4tze mit langfristigen\\nPerspektiven und t\\xc3\\xa4glich wechselnden Herausforderungen in einer sicheren und\\nzukunftsorientierten Branche. Unser Arbeitsfeld bewegt sich \\xc3\\xbcber die\\nLandesgrenzen hinaus: Wir sind ein international t\\xc3\\xa4tiges Unternehmen und leben\\neine multikulturelle Arbeitsatmosph\\xc3\\xa4re. Unsere Wertsch\\xc3\\xa4tzung gilt allen\\nMenschen gleicherma\\xc3\\x9fen - unabh\\xc3\\xa4ngig von Geschlecht, Nationalit\\xc3\\xa4t, ethnischer\\nHerkunft, Religion, Behinderung oder sexueller Orientierung.  \\n  \\nLogistik bewegt die Welt - beweg dich mit!\\n\\nHaben wir dein Interesse geweckt? Dann mache jetzt den ersten Schritt und\\nbewirb dich gleich online bei uns oder informiere dich auf unserer Homepage.\\n\\n  * Lisa Overbeck\\n  * Senior HR Manager Recruiting\\n\\n  * Jessica Michaels\\n  * Teamlead Product Management\\n\\n[Zur\\xc3\\xbcck](https://hermesworld.com/de/karriere/jobs/)\\n\\n[Jetzt bewerben!](https://hermesworld.com/de/karriere/jobs/Senior-Product-\\nManager-mwd-de-f3839.html)\\n\\n[ ![rexx systems - software for\\nsuccess](https://hermesworld.com/de/karriere/jobs/bilder/rexx_systems_logo.svg)\\n](https://www.rexx-systems.com \"rexx systems - software for success\")\\n\\n\\n\\n###### Tools & Services\\n\\n  * [ Sendungsverfolgung ](https://www.myhermes.de/empfangen/sendungsverfolgung/)\\n  * [ PaketShop finden ](https://www.myhermes.de/paketshop/)\\n  * [ myHermes Business-Portal ](https://business.myhermes.de/konto/)\\n  * [ click2supplychain.com ](https://www.hermesworld.com/de/unsere-dienstleistungen/transport-logistics/supply-chain-solutions/e-services/)\\n  * [ Hermes PORT ](https://www.hermes-port.de/port/)\\n\\n###### \\xc3\\x9cber uns\\n\\n  * [ Hermes Gruppe ](https://www.hermesworld.com/de/ueber-uns/hermes-gruppe/)\\n  * [ Jobs & Karriere ](https://www.hermesworld.com/de/karriere/karriere-uebersicht/)\\n  * [ Newsroom ](https://newsroom.hermesworld.com)\\n  * [ Hermes Blog ](https://blog.myhermes.de/)\\n\\n###### Kontakt\\n\\n  * [ Gesch\\xc3\\xa4ftskunden Kontakt ](https://www.hermesworld.com/de/kontakt/geschaeftskunden/)\\n  * [ Presse Kontakt ](https://newsroom.hermesworld.com/allgemeiner-kontakt)\\n  * [ Privatkunden Kontakt ](https://www.myhermes.de/service/kontakt/)\\n  * [ Lieferanten Kontakt ](https://www.hermesworld.com/de/kontakt/lieferanten/)\\n  * [ Unternehmer werden ](https://www.hermesworld.com/de/ueber-uns/hermes-gruppe/hermes-logistik-gruppe-deutschland/vertragspartner-werden/)\\n  * [ PaketShop-Partner werden ](https://www.hermesworld.com/de/ueber-uns/hermes-gruppe/hermes-logistik-gruppe-deutschland/paketshop-partner/)\\n\\n###### L\\xc3\\xa4nderversion\\n\\n\\xc3\\x96sterreich China Deutschland Vereinigtes K\\xc3\\xb6nigreich International USA\\n\\n  * Cookies \\n  * [ Impressum ](https://www.hermesworld.com/de/impressum/)\\n  * [ Datenschutz ](https://www.hermesworld.com/de/datenschutz/)\\n  * [ Sicherheitshinweise ](https://www.hermesworld.com/de/sicherheitshinweise/)\\n  * [ Sitemap ](https://www.hermesworld.com/de/sitemap/)\\n\\n\\xc2\\xa9 2023 Hermes Europe GmbH\\n\\n![](//analytics.hermesworld.com/195245818237640/wt.pl?p=324,0)\\n\\n'\n",
      "Started parsing the file under job_id 7e7aa456-d68a-41e3-9d7c-be3549120827\n"
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">[</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Document</span><span style=\"font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">id_</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'c0e35ecb-d130-430d-898c-fa6911db1237'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">embedding</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_embed_metadata_keys</span>=<span style=\"font-weight: bold\">[]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_llm_metadata_keys</span>=<span style=\"font-weight: bold\">[]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">relationships</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'# Privatkunden\\n\\nÖsterreich China Deutschland Vereinigtes Königreich International USA\\n\\nHermes\\n\\n# Menu\\n\\n- navigation.search\\n- Start\\n- Unsere Dienstleistungen\\n- Transport Logistics\\n- Unsere Fokusbranchen\\n- Supply Chain Services\\n- E-Services\\n- Zoll Services\\n- Nachhaltigkeit\\n- Unser Partnernetzwerk\\n- FML\\n- Jeena\\n- SEKO\\n- WWG\\n- Global E-Commerce\\n- Global E-Commerce\\n- Distribution\\n- Paketversand\\n- Paketversand\\n- 2-Mann-Handling\\n- 2-Mann-Handling\\n- Individuelle Versandlösungen'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">mimetype</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'text/plain'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">start_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">end_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{metadata_str}\\n\\n{content}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{key}: {value}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_seperator</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'\\n'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">)</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Document</span><span style=\"font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">id_</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'3a4cdf79-305c-4daf-99e9-0c69b40d807f'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">embedding</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_embed_metadata_keys</span>=<span style=\"font-weight: bold\">[]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_llm_metadata_keys</span>=<span style=\"font-weight: bold\">[]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">relationships</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'# Zusammenarbeit\\n\\n- Zusammenarbeit\\n- Dropshipping\\n- Unser Service für Versender\\n- Unser Service für Endkunden\\n- CO2-neutraler Versand\\n- HES Pay\\n\\n# Distribution in Europa\\n\\n- Distribution in Europa\\n\\n# Über uns\\n\\n- Über uns\\n\\n# Auf einen Blick\\n\\n- Hermes auf einen Blick\\n\\n# Hermes Gruppe\\n\\n- Hermes Gruppe\\n\\n# Hermes Einrichtungs Service\\n\\n- Hermes Einrichtungs Service\\n- Logistikzentren\\n- Auslieferdepots\\n\\n# Hermes Fulfilment\\n\\n- Hermes Fulfilment\\n- Daten &amp; Fakten\\n- Einblicke\\n- Nachhaltigkeit\\n\\n# Hermes Logistik Österreich\\n\\n- Hermes Logistik Österreich\\n- PaketShop Partner\\n\\n# Hermes Germany GmbH\\n\\n- Hermes Germany GmbH\\n- PaketShop-Partner werden\\n- Vertragspartner werden\\n- Formular\\n\\n# Hermes NexTec\\n\\n- Hermes NexTec\\n\\n# Hermes Germany\\n\\n- Hermes Germany'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">mimetype</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'text/plain'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">start_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">end_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{metadata_str}\\n\\n{content}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{key}: {value}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_seperator</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'\\n'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">)</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Document</span><span style=\"font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">id_</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'12055a23-c9a2-4f76-a5fa-7c6f2b7b2f7a'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">embedding</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_embed_metadata_keys</span>=<span style=\"font-weight: bold\">[]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_llm_metadata_keys</span>=<span style=\"font-weight: bold\">[]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">relationships</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'# gruppe/hermes-transport-logistics/hermes-transport-logistics/\\n\\n- Hermes Germany\\n- Downloads\\n\\n# Hermes UK\\n\\n- Hermes UK\\n- Kundenstimmen\\n\\n# Hermes BorderGuru\\n\\n- Hermes BorderGuru\\n\\n# Management\\n\\n- Management\\n\\n# Klima- und Umweltschutz\\n\\n- Klima- und Umweltschutz\\n- Grüne Zustellung\\n- Energieeffiziente Standorte\\n- Unterstützung von Klimaschutzprojekten\\n\\n# Soziale Verantwortung\\n\\n- Faire Zusammenarbeit\\n- Einhaltung von Sozialstandards\\n- Gesellschaftliches Engagement\\n\\n# Downloads\\n\\n- Plattformen &amp; Bezahlfunktionen China\\n- Export nach China\\n\\n# Messen\\n\\n- Messen\\n\\n# Historie\\n\\n- 2010er Jahre\\n- 2000er Jahre\\n- 1990er Jahre\\n- 1980er Jahre\\n- 1970er Jahre\\n\\n# Karriere\\n\\n- Karriere Übersicht\\n- Jobs bei Hermes Germany\\n- Jobbörse der Hermes-Gruppe\\n- Unsere Gesellschaften'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">mimetype</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'text/plain'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">start_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">end_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{metadata_str}\\n\\n{content}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{key}: {value}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_seperator</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'\\n'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">)</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Document</span><span style=\"font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">id_</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'3bae75ac-d7dc-42d3-9582-48961f889ffe'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">embedding</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_embed_metadata_keys</span>=<span style=\"font-weight: bold\">[]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_llm_metadata_keys</span>=<span style=\"font-weight: bold\">[]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">relationships</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'# Hermes Fulfilment\\n\\n- Hermes Fulfilment\\n- Was uns auszeichnet\\n- Ausbildung\\n- Studierende &amp; Absolventen\\n- Deine Bewerbung\\n\\n# Hermes Germany\\n\\n- Hermes Germany\\n- Ausbildung &amp; Duales Studium\\n- Studierende &amp; Absolventen\\n- Berufserfahrene\\n- Tech\\n- Architecture &amp; Information Security\\n- ANS\\n- Cloud &amp; Application Infrastructure\\n- IT-Finance und IT-Licensemanagement\\n- BlueOps\\n- European Network\\n- Black OPs\\n- Business Analytics\\n- Support Solutions\\n- Servicedesk\\n- Supply Chain Solutions\\n- Logistik &amp; gewerbliche Jobs\\n\\n# Hermes Europe\\n\\n- Hermes Europe\\n\\n# Hermes Einrichtungs Service\\n\\n- Hermes Einrichtungs Service\\n- Hermes Einrichtungs Service'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">mimetype</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'text/plain'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">start_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">end_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{metadata_str}\\n\\n{content}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{key}: {value}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_seperator</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'\\n'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">)</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Document</span><span style=\"font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">id_</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'2b7652fe-d98f-41b3-83a8-73dde398c394'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">embedding</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_embed_metadata_keys</span>=<span style=\"font-weight: bold\">[]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_llm_metadata_keys</span>=<span style=\"font-weight: bold\">[]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">relationships</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'Was wir dir bei HES bieten\\nJobs beim HES\\nJobs beim HES in Ansbach\\nJobs in unseren Depots\\nKarrieremessen\\n\\nNewsroom\\nPresse\\nMediathek\\nPressekontakt\\n\\nKontakt\\n\\nStart\\nKarriere\\nJobs bei Hermes Germany\\n\\n# (Junior) Manager (m/w/d) HR Controlling\\n\\n- Hermes Germany GmbH\\n- Hermes Zentrale Hamburg\\n- Berufserfahrung (Junior Level)\\n- Berufserfahrung\\n- Finanzen, Controlling\\n- Personalwesen, HR\\n- Vollzeit\\n\\nBei uns stimmt die Balance zwischen Arbeits- und Privatleben. Mit dieser Voraussetzung sorgen wir dafür, dass du deinen beruflichen Erfolg mit Freude, Teamwork und Eigenverantwortung gestalten kannst. Werde ein Teil von uns und sorge mit neuester Technik und über 6.000 Kolleg*innen dafür, dass jeden Tag mehrere Millionen Pakete genau dort ankommen, wo sie bereits erwartet werden. Als Teil der Division Strategy, People &amp; Organization beschäftigt sich das Team People Analytics and Compensation mit Zahlen und Daten rund um die Mitarbeitenden von Hermes Germany. In unseren Auswertungen und Analysen beschäftigen wir uns mit Fragestellungen wie „Wie hoch ist die Frauenquote auf den Führungsebenen von Hermes?“ oder „Wie verändert sich der Krankenstand über das Geschäftsjahr hinweg?“. Außerdem begleiten wir zahlreiche Projekte mit unseren Analysen und Erkenntnissen.\\n\\n# Was dich erwartet:\\n\\n- Du erstellst Auswertungen, Statistiken und Präsentationen für interne Stakeholder wie HR Kolleg*innen oder Fachbereiche sowie für externe Stakeholder wie Behörden\\n- Du begleitest tatkräftig Prozesse (z.B. Gehaltsrunde) sowie HR-Projekte, um datenbasierte Entscheidungen treffen zu können\\n- Du arbeitest aktiv an dem Aufbau einer Qualitätskontrolle zwischen unseren Systemen mit\\n- Neue Ideen und Verbesserungsvorschläge bringst du mit Überzeugungskraft ein'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">mimetype</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'text/plain'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">start_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">end_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{metadata_str}\\n\\n{content}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{key}: {value}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_seperator</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'\\n'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">)</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Document</span><span style=\"font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">id_</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'df37b7a9-2cfb-4c53-bcae-5f8e3c1d8424'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">embedding</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_embed_metadata_keys</span>=<span style=\"font-weight: bold\">[]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_llm_metadata_keys</span>=<span style=\"font-weight: bold\">[]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">relationships</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'# Was du mitbringen solltest:\\n\\n- Du hast dein Studium z.B. in den Studiengängen Wirtschafts-, Sozialwissenschaften oder Personalmanagement abgeschlossen\\n- Erste Berufserfahrung in Form von Praktika, Werkstudententätigkeiten oder Nebenjobs konntest du bereits sammeln\\n- Du hast Spaß am Umgang mit Daten und großen Zahlenmengen\\n- Du interessierst dich für Fragestellungen rund um moderne Personalarbeit\\n- Problemlösefähigkeit, Selbstorganisation und Zielorientierung zählen zu deinen Stärken\\n- Sichere Anwendung der gängigen MS-Office Programme (insbesondere Excel und Power Point) ist von Vorteil\\n\\n# Was wir dir bieten:\\n\\n- Einsatz führender Technologien und agiler Prozesse\\n- Du arbeitest für einen mehrfach ausgezeichneten Arbeitgeber, dessen Unternehmenskultur geprägt ist durch ein offenes und kooperatives Miteinander\\n- Flexible Arbeitszeiten, nach Absprache ist auch mobiles Arbeiten möglich\\n- Umfangreiches Weiterbildungsangebot\\n- 15% Rabatt auf otto.de und anderen Shops\\n- Bezuschussung des Deutschlandtickets, Altersvorsorge, JobRad, verschiedene Sport- und Freizeitangebote uvm.\\n- Vergünstigte und vielfältige Speiseauswahl in unserer modernen Kantine\\n\\nDie Hermes Gruppe bietet vielseitige Arbeitsplätze mit langfristigen Perspektiven und täglich wechselnden Herausforderungen in einer sicheren und zukunftsorientierten Branche. Unser Arbeitsfeld bewegt sich über die Landesgrenzen hinaus: Wir sind ein international tätiges Unternehmen und leben eine multikulturelle Arbeitsatmosphäre. Unsere Wertschätzung gilt allen Menschen gleichermaßen - unabhängig von Geschlecht, Nationalität, ethnischer Herkunft, Religion, Behinderung oder sexueller Orientierung. Logistik bewegt die Welt - beweg dich mit!\\n\\nHaben wir dein Interesse geweckt? Dann mache jetzt den ersten Schritt und bewirb dich gleich online bei uns oder informiere dich auf unserer Homepage.\\n\\nLisa Schille\\nJunior HR Manager Recruiting\\n\\nViktoria Gratenau\\nTeamlead HR Controlling\\n\\nZurück\\n\\nJetzt bewerben!\\n\\n# Tools &amp; Services\\n\\n- Sendungsverfolgung\\n- PaketShop finden\\n- myHermes Business-Portal\\n- click2supplychain.com'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">mimetype</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'text/plain'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">start_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">end_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{metadata_str}\\n\\n{content}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{key}: {value}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_seperator</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'\\n'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">)</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Document</span><span style=\"font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">id_</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'b13153c9-9db9-4fa6-8b91-3f2dd85614c1'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">embedding</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_embed_metadata_keys</span>=<span style=\"font-weight: bold\">[]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_llm_metadata_keys</span>=<span style=\"font-weight: bold\">[]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">relationships</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'# Über uns\\n\\n- Hermes Gruppe\\n- Jobs &amp; Karriere\\n- Newsroom\\n- Hermes Blog\\n\\n# Kontakt\\n\\n- Geschäftskunden Kontakt\\n- Presse Kontakt\\n- Privatkunden Kontakt\\n- Lieferanten Kontakt\\n- Unternehmer werden\\n- PaketShop-Partner werden\\n\\n# Länderversion\\n\\nÖsterreich China Deutschland Vereinigtes Königreich International USA\\n\\n- Cookies\\n- Impressum\\n- Datenschutz\\n- Sicherheitshinweise\\n- Sitemap\\n\\n© 2023 Hermes Europe GmbH\\n\\n# document 1:\\n\\n- Privatkunden\\n\\nÖsterreich China Deutschland Vereinigtes Königreich International USA\\n\\nMenu AT CN DE EN INT US Hermes\\n\\n- navigation.search\\n- Start\\n- Unsere Dienstleistungen\\n- Transport Logistics\\n- Supply Chain Solutions\\n- Unsere Fokusbranchen\\n- Supply Chain Services'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">mimetype</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'text/plain'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">start_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">end_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{metadata_str}\\n\\n{content}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{key}: {value}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_seperator</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'\\n'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">)</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Document</span><span style=\"font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">id_</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'17621a29-5dd3-4ec0-92b7-2eeb49c68e6d'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">embedding</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_embed_metadata_keys</span>=<span style=\"font-weight: bold\">[]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_llm_metadata_keys</span>=<span style=\"font-weight: bold\">[]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">relationships</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'# E-Services\\n\\n- E-Services\\n- Zoll Services\\n- Nachhaltigkeit\\n- Unser Partnernetzwerk\\n- FML\\n- Jeena\\n- SEKO\\n- WWG\\n\\n# Global E-Commerce\\n\\n- Global E-Commerce\\n\\n# Distribution\\n\\n- Distribution\\n- Paketversand\\n- Paketversand\\n- 2-Mann-Handling\\n- 2-Mann-Handling\\n- Individuelle Versandlösungen\\n- Zusammenarbeit\\n- Dropshipping\\n- Unser Service für Versender\\n- Unser Service für Endkunden\\n- CO2-neutraler Versand\\n- HES Pay\\n- Distribution in Europa\\n\\n# Über uns\\n\\n- Über uns\\n- Auf einen Blick\\n- Hermes auf einen Blick\\n- Hermes Gruppe\\n- Hermes Einrichtungs Service'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">mimetype</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'text/plain'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">start_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">end_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{metadata_str}\\n\\n{content}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{key}: {value}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_seperator</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'\\n'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">)</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Document</span><span style=\"font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">id_</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'0e91794d-7d16-4c90-b880-e4282a152299'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">embedding</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_embed_metadata_keys</span>=<span style=\"font-weight: bold\">[]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_llm_metadata_keys</span>=<span style=\"font-weight: bold\">[]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">relationships</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'# Hermes Einrichtungs Service\\n\\n- Hermes Einrichtungs Service\\n- Logistikzentren\\n- Auslieferdepots\\n\\n# Hermes Fulfilment\\n\\n- Hermes Fulfilment\\n- Daten &amp; Fakten\\n- Einblicke\\n- Nachhaltigkeit\\n\\n# Hermes Logistik Österreich\\n\\n- Hermes Logistik Österreich\\n- PaketShop Partner\\n\\n# Hermes Germany GmbH\\n\\n- Hermes Germany GmbH\\n- PaketShop-Partner werden\\n- Vertragspartner werden\\n- Formular\\n\\n# Hermes NexTec\\n\\n- Hermes NexTec\\n\\n# Hermes Germany\\n\\n- Hermes Germany\\n- Downloads\\n\\n# Hermes UK\\n\\n- Hermes UK\\n- Kundenstimmen\\n\\n# Hermes BorderGuru\\n\\n- Hermes BorderGuru\\n\\n# Management\\n\\n- Management\\n\\n# Klima- und Umweltschutz\\n\\n- Klima- und Umweltschutz\\n- Grüne Zustellung\\n- Energieeffiziente Standorte\\n- Unterstützung von Klimaschutzprojekten'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">mimetype</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'text/plain'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">start_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">end_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{metadata_str}\\n\\n{content}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{key}: {value}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_seperator</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'\\n'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">)</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Document</span><span style=\"font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">id_</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'7122e9e0-89e4-4214-9ba9-ea7d5449111c'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">embedding</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_embed_metadata_keys</span>=<span style=\"font-weight: bold\">[]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_llm_metadata_keys</span>=<span style=\"font-weight: bold\">[]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">relationships</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'# umweltschutz/unterstuetzung-von-klimaschutzprojekten/\\n\\n- Faire Zusammenarbeit\\n- Einhaltung von Sozialstandards\\n- Gesellschaftliches Engagement\\n\\n- Plattformen &amp; Bezahlfunktionen China\\n- Export nach China\\n\\n- Messen\\n\\n# Historie\\n\\n- 2010er Jahre\\n- 2000er Jahre\\n- 1990er Jahre\\n- 1980er Jahre\\n- 1970er Jahre\\n\\n# Karriere\\n\\n- Karriere Übersicht\\n- Jobs bei Hermes Germany\\n- Jobbörse der Hermes-Gruppe\\n- Unsere Gesellschaften\\n\\n# Hermes Fulfilment\\n\\n- Hermes Fulfilment\\n- Was uns auszeichnet\\n- Ausbildung\\n- Studierende &amp; Absolventen\\n- Deine Bewerbung\\n\\n# Hermes Germany\\n\\n- Hermes Germany\\n- Ausbildung &amp; Duales Studium\\n- Studierende &amp; Absolventen\\n- Berufserfahrene'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">mimetype</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'text/plain'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">start_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">end_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{metadata_str}\\n\\n{content}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{key}: {value}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_seperator</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'\\n'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">)</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Document</span><span style=\"font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">id_</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'0b0a2d47-4bbf-43f1-a27a-d0105053d3e4'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">embedding</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_embed_metadata_keys</span>=<span style=\"font-weight: bold\">[]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_llm_metadata_keys</span>=<span style=\"font-weight: bold\">[]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">relationships</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'# hermes-germany/tech/\\n\\n- Architecture &amp; Information Security\\n- ANS\\n- Cloud &amp; Application Infrastructure\\n- IT-Finance und IT-Licensemanagement\\n- BlueOps\\n- European Network\\n- Black OPs\\n- Business Analytics\\n- Support Solutions\\n- Servicedesk\\n- Supply Chain Solutions\\n\\n- Logistik &amp; gewerbliche Jobs\\n\\n- Hermes Europe\\n\\n- Hermes Einrichtungs Service\\n- Hermes Einrichtungs Service\\n- Was wir dir bei HES bieten\\n- Jobs beim HES\\n- Jobs beim HES in Ansbach\\n- Jobs in unseren Depots\\n\\n- Karrieremessen\\n\\n# Newsroom\\n\\n- Presse\\n- Mediathek\\n- Pressekontakt\\n\\n- Kontakt\\n\\n- Start\\n- Karriere\\n- Jobs bei Hermes Germany'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">mimetype</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'text/plain'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">start_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">end_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{metadata_str}\\n\\n{content}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{key}: {value}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_seperator</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'\\n'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">)</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Document</span><span style=\"font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">id_</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'79337b36-46ea-41b4-839e-2dd1d7b7982d'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">embedding</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_embed_metadata_keys</span>=<span style=\"font-weight: bold\">[]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_llm_metadata_keys</span>=<span style=\"font-weight: bold\">[]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">relationships</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'# (Senior-) Product Manager (m/w/d)\\n\\nHermes Germany GmbH\\n\\nHermes Zentrale Hamburg\\n\\nBerufserfahrung\\n\\nMarketing / Kommunikation / Redaktion\\n\\nMarketing, Kommunikation, PR\\n\\nVollzeit\\n\\n# Was dich erwartet:\\n\\n- Du verantwortest strategisch und operativ einen Teil unseres Produktportfolios (z.B. Retoure) über die gesamte Customer Journey, von der Beauftragung durch den Versender bis zur Zustellung an den Empfänger\\n- Du beobachtest und analysierst die Zielgruppen, den Markt und den Wettbewerb, um darauf basierend Produkt-, Preis- und Kommunikationsmaßnahmen zu initiieren und umzusetzen, die den ganzheitlichen Erfolg unseres Produktportfolios über den gesamten Lebenszyklus vorantreiben\\n- Du hast die wesentlichen Produkt-KPIs (wie z.B. Menge, Deckungsbeitrag, Qualität, Kundenzufriedenheit) kontinuierlich im Blick und leitest Optimierungspotenziale ab\\n- Du leitest neue Produktideen unter Berücksichtigung der Unternehmensziele ab und erstellst dafür Marktanalysen, Business Cases und Präsentationen mit klaren Handlungsempfehlungen\\n- Du initiierst Produkt-Launches und koordinierst deren Umsetzung als Initiatives-Owner\\n- Du begleitest die Entwicklung, Durchführung und Auswertung von Marktforschungen und Kundenbefragungen\\n- Du übernimmst als „Product Lead“ die fachliche Leitung eines crossfunktionalen Produktteams mit dedizierten Vertretern relevanter Funktionen wie z.B. Operations, IT, Sales, Controlling oder Legal\\n\\n# Was du mitbringen solltest:\\n\\n- Du hast Dein Studium, idealerweise mit Schwerpunkt Produktmanagement, oder eine vergleichbare Ausbildung erfolgreich abgeschlossen\\n- Du bringst mehrjährige Berufserfahrung im Produkt- oder Brand Management mit, gern auch aus dem FMCG-Umfeld\\n- Dich zeichnet eine hohe analytische Kompetenz, verbunden mit einem sehr guten Zahlenverständnis hinsichtlich der Interpretation und Steuerung von Kennzahlen aus\\n- Du verfügst über eine ausgeprägte Kundenorientierung\\n- Du bist kreativ und suchst permanent nach den besten Lösungen\\n- Deine Arbeitsweise ist ergebnisorientiert und geprägt von hoher Eigenverantwortung und Selbstständigkeit\\n- Dank Deiner offenen Art und zielgerichteten Kommunikation, gepaart mit einem hohen Maß an Verhandlungsgeschick, fällt es Dir leicht, aktiv zwischen den relevanten Unternehmensbereichen hierarchieübergreifend vermitteln zu können\\n\\n# Was wir dir bieten:\\n\\n- Einsatz führender Technologien und agiler Prozesse\\n- Du arbeitest für einen mehrfach ausgezeichneten Arbeitgeber, dessen'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">mimetype</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'text/plain'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">start_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">end_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{metadata_str}\\n\\n{content}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{key}: {value}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_seperator</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'\\n'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">)</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Document</span><span style=\"font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">id_</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'205c9ca9-b560-4fcd-9f6e-ab1b3e41c93c'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">embedding</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_embed_metadata_keys</span>=<span style=\"font-weight: bold\">[]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_llm_metadata_keys</span>=<span style=\"font-weight: bold\">[]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">relationships</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'Unternehmenskultur geprägt ist durch ein offenes und kooperatives Miteinander\\n\\n- Flexible Arbeitszeiten, nach Absprache ist auch mobiles Arbeiten möglich\\n- Umfangreiches Weiterbildungsangebot\\n- 15% Rabatt auf otto.de und anderen Shops\\n- Bezuschussung des Deutschlandtickets, Altersvorsorge, JobRad, verschiedene Sport- und Freizeitangebote uvm.\\n- Vergünstigte und vielfältige Speiseauswahl in unserer modernen Kantine\\n\\nDie Hermes Gruppe bietet vielseitige Arbeitsplätze mit langfristigen Perspektiven und täglich wechselnden Herausforderungen in einer sicheren und zukunftsorientierten Branche. Unser Arbeitsfeld bewegt sich über die Landesgrenzen hinaus: Wir sind ein international tätiges Unternehmen und leben eine multikulturelle Arbeitsatmosphäre. Unsere Wertschätzung gilt allen Menschen gleichermaßen - unabhängig von Geschlecht, Nationalität, ethnischer Herkunft, Religion, Behinderung oder sexueller Orientierung.\\n\\nLogistik bewegt die Welt - beweg dich mit!\\n\\nHaben wir dein Interesse geweckt? Dann mache jetzt den ersten Schritt und bewirb dich gleich online bei uns oder informiere dich auf unserer Homepage.\\n\\n- Lisa Overbeck\\n- Senior HR Manager Recruiting\\n- Jessica Michaels\\n- Teamlead Product Management\\n\\nZurück\\n\\nJetzt bewerben!\\n\\n# Tools &amp; Services\\n\\n- Sendungsverfolgung\\n- PaketShop finden\\n- myHermes Business-Portal\\n- click2supplychain.com\\n- Hermes PORT\\n\\n# Über uns\\n\\n- Hermes Gruppe\\n- Jobs &amp; Karriere\\n- Newsroom\\n- Hermes Blog\\n\\n# Kontakt\\n\\n- Geschäftskunden Kontakt\\n- Presse Kontakt\\n- Privatkunden Kontakt\\n- Lieferanten Kontakt'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">mimetype</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'text/plain'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">start_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">end_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{metadata_str}\\n\\n{content}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{key}: {value}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_seperator</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'\\n'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">)</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Document</span><span style=\"font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">id_</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'a7eeb9cd-7588-47d0-b048-53f7a0dab519'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">embedding</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_embed_metadata_keys</span>=<span style=\"font-weight: bold\">[]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_llm_metadata_keys</span>=<span style=\"font-weight: bold\">[]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">relationships</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'Unternehmer werden\\nPaketShop-Partner werden\\n\\n# Länderversion\\n\\nÖsterreich China Deutschland Vereinigtes Königreich International USA\\n\\n- Cookies\\n- Impressum\\n- Datenschutz\\n- Sicherheitshinweise\\n- Sitemap\\n\\n© 2023 Hermes Europe GmbH'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">mimetype</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'text/plain'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">start_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">end_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{metadata_str}\\n\\n{content}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{key}: {value}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_seperator</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'\\n'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">)</span>\n",
       "<span style=\"font-weight: bold\">]</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m[\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mid_\u001b[0m=\u001b[32m'c0e35ecb-d130-430d-898c-fa6911db1237'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33membedding\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mexcluded_embed_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mexcluded_llm_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mrelationships\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtext\u001b[0m=\u001b[32m'# Privatkunden\\n\\nÖsterreich China Deutschland Vereinigtes Königreich International USA\\n\\nHermes\\n\\n# Menu\\n\\n- navigation.search\\n- Start\\n- Unsere Dienstleistungen\\n- Transport Logistics\\n- Unsere Fokusbranchen\\n- Supply Chain Services\\n- E-Services\\n- Zoll Services\\n- Nachhaltigkeit\\n- Unser Partnernetzwerk\\n- FML\\n- Jeena\\n- SEKO\\n- WWG\\n- Global E-Commerce\\n- Global E-Commerce\\n- Distribution\\n- Paketversand\\n- Paketversand\\n- 2-Mann-Handling\\n- 2-Mann-Handling\\n- Individuelle Versandlösungen'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmimetype\u001b[0m=\u001b[32m'text/plain'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mstart_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mend_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtext_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mmetadata_str\u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\n\\n\u001b[0m\u001b[32m{\u001b[0m\u001b[32mcontent\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mkey\u001b[0m\u001b[32m}\u001b[0m\u001b[32m: \u001b[0m\u001b[32m{\u001b[0m\u001b[32mvalue\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata_seperator\u001b[0m=\u001b[32m'\\n'\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1m)\u001b[0m,\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mid_\u001b[0m=\u001b[32m'3a4cdf79-305c-4daf-99e9-0c69b40d807f'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33membedding\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mexcluded_embed_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mexcluded_llm_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mrelationships\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtext\u001b[0m=\u001b[32m'# Zusammenarbeit\\n\\n- Zusammenarbeit\\n- Dropshipping\\n- Unser Service für Versender\\n- Unser Service für Endkunden\\n- CO2-neutraler Versand\\n- HES Pay\\n\\n# Distribution in Europa\\n\\n- Distribution in Europa\\n\\n# Über uns\\n\\n- Über uns\\n\\n# Auf einen Blick\\n\\n- Hermes auf einen Blick\\n\\n# Hermes Gruppe\\n\\n- Hermes Gruppe\\n\\n# Hermes Einrichtungs Service\\n\\n- Hermes Einrichtungs Service\\n- Logistikzentren\\n- Auslieferdepots\\n\\n# Hermes Fulfilment\\n\\n- Hermes Fulfilment\\n- Daten & Fakten\\n- Einblicke\\n- Nachhaltigkeit\\n\\n# Hermes Logistik Österreich\\n\\n- Hermes Logistik Österreich\\n- PaketShop Partner\\n\\n# Hermes Germany GmbH\\n\\n- Hermes Germany GmbH\\n- PaketShop-Partner werden\\n- Vertragspartner werden\\n- Formular\\n\\n# Hermes NexTec\\n\\n- Hermes NexTec\\n\\n# Hermes Germany\\n\\n- Hermes Germany'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmimetype\u001b[0m=\u001b[32m'text/plain'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mstart_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mend_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtext_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mmetadata_str\u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\n\\n\u001b[0m\u001b[32m{\u001b[0m\u001b[32mcontent\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mkey\u001b[0m\u001b[32m}\u001b[0m\u001b[32m: \u001b[0m\u001b[32m{\u001b[0m\u001b[32mvalue\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata_seperator\u001b[0m=\u001b[32m'\\n'\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1m)\u001b[0m,\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mid_\u001b[0m=\u001b[32m'12055a23-c9a2-4f76-a5fa-7c6f2b7b2f7a'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33membedding\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mexcluded_embed_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mexcluded_llm_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mrelationships\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtext\u001b[0m=\u001b[32m'# gruppe/hermes-transport-logistics/hermes-transport-logistics/\\n\\n- Hermes Germany\\n- Downloads\\n\\n# Hermes UK\\n\\n- Hermes UK\\n- Kundenstimmen\\n\\n# Hermes BorderGuru\\n\\n- Hermes BorderGuru\\n\\n# Management\\n\\n- Management\\n\\n# Klima- und Umweltschutz\\n\\n- Klima- und Umweltschutz\\n- Grüne Zustellung\\n- Energieeffiziente Standorte\\n- Unterstützung von Klimaschutzprojekten\\n\\n# Soziale Verantwortung\\n\\n- Faire Zusammenarbeit\\n- Einhaltung von Sozialstandards\\n- Gesellschaftliches Engagement\\n\\n# Downloads\\n\\n- Plattformen & Bezahlfunktionen China\\n- Export nach China\\n\\n# Messen\\n\\n- Messen\\n\\n# Historie\\n\\n- 2010er Jahre\\n- 2000er Jahre\\n- 1990er Jahre\\n- 1980er Jahre\\n- 1970er Jahre\\n\\n# Karriere\\n\\n- Karriere Übersicht\\n- Jobs bei Hermes Germany\\n- Jobbörse der Hermes-Gruppe\\n- Unsere Gesellschaften'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmimetype\u001b[0m=\u001b[32m'text/plain'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mstart_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mend_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtext_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mmetadata_str\u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\n\\n\u001b[0m\u001b[32m{\u001b[0m\u001b[32mcontent\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mkey\u001b[0m\u001b[32m}\u001b[0m\u001b[32m: \u001b[0m\u001b[32m{\u001b[0m\u001b[32mvalue\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata_seperator\u001b[0m=\u001b[32m'\\n'\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1m)\u001b[0m,\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mid_\u001b[0m=\u001b[32m'3bae75ac-d7dc-42d3-9582-48961f889ffe'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33membedding\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mexcluded_embed_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mexcluded_llm_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mrelationships\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtext\u001b[0m=\u001b[32m'# Hermes Fulfilment\\n\\n- Hermes Fulfilment\\n- Was uns auszeichnet\\n- Ausbildung\\n- Studierende & Absolventen\\n- Deine Bewerbung\\n\\n# Hermes Germany\\n\\n- Hermes Germany\\n- Ausbildung & Duales Studium\\n- Studierende & Absolventen\\n- Berufserfahrene\\n- Tech\\n- Architecture & Information Security\\n- ANS\\n- Cloud & Application Infrastructure\\n- IT-Finance und IT-Licensemanagement\\n- BlueOps\\n- European Network\\n- Black OPs\\n- Business Analytics\\n- Support Solutions\\n- Servicedesk\\n- Supply Chain Solutions\\n- Logistik & gewerbliche Jobs\\n\\n# Hermes Europe\\n\\n- Hermes Europe\\n\\n# Hermes Einrichtungs Service\\n\\n- Hermes Einrichtungs Service\\n- Hermes Einrichtungs Service'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmimetype\u001b[0m=\u001b[32m'text/plain'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mstart_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mend_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtext_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mmetadata_str\u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\n\\n\u001b[0m\u001b[32m{\u001b[0m\u001b[32mcontent\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mkey\u001b[0m\u001b[32m}\u001b[0m\u001b[32m: \u001b[0m\u001b[32m{\u001b[0m\u001b[32mvalue\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata_seperator\u001b[0m=\u001b[32m'\\n'\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1m)\u001b[0m,\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mid_\u001b[0m=\u001b[32m'2b7652fe-d98f-41b3-83a8-73dde398c394'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33membedding\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mexcluded_embed_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mexcluded_llm_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mrelationships\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtext\u001b[0m=\u001b[32m'Was wir dir bei HES bieten\\nJobs beim HES\\nJobs beim HES in Ansbach\\nJobs in unseren Depots\\nKarrieremessen\\n\\nNewsroom\\nPresse\\nMediathek\\nPressekontakt\\n\\nKontakt\\n\\nStart\\nKarriere\\nJobs bei Hermes Germany\\n\\n# \u001b[0m\u001b[32m(\u001b[0m\u001b[32mJunior\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Manager \u001b[0m\u001b[32m(\u001b[0m\u001b[32mm/w/d\u001b[0m\u001b[32m)\u001b[0m\u001b[32m HR Controlling\\n\\n- Hermes Germany GmbH\\n- Hermes Zentrale Hamburg\\n- Berufserfahrung \u001b[0m\u001b[32m(\u001b[0m\u001b[32mJunior Level\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n- Berufserfahrung\\n- Finanzen, Controlling\\n- Personalwesen, HR\\n- Vollzeit\\n\\nBei uns stimmt die Balance zwischen Arbeits- und Privatleben. Mit dieser Voraussetzung sorgen wir dafür, dass du deinen beruflichen Erfolg mit Freude, Teamwork und Eigenverantwortung gestalten kannst. Werde ein Teil von uns und sorge mit neuester Technik und über 6.000 Kolleg*innen dafür, dass jeden Tag mehrere Millionen Pakete genau dort ankommen, wo sie bereits erwartet werden. Als Teil der Division Strategy, People & Organization beschäftigt sich das Team People Analytics and Compensation mit Zahlen und Daten rund um die Mitarbeitenden von Hermes Germany. In unseren Auswertungen und Analysen beschäftigen wir uns mit Fragestellungen wie „Wie hoch ist die Frauenquote auf den Führungsebenen von Hermes?“ oder „Wie verändert sich der Krankenstand über das Geschäftsjahr hinweg?“. Außerdem begleiten wir zahlreiche Projekte mit unseren Analysen und Erkenntnissen.\\n\\n# Was dich erwartet:\\n\\n- Du erstellst Auswertungen, Statistiken und Präsentationen für interne Stakeholder wie HR Kolleg*innen oder Fachbereiche sowie für externe Stakeholder wie Behörden\\n- Du begleitest tatkräftig Prozesse \u001b[0m\u001b[32m(\u001b[0m\u001b[32mz.B. Gehaltsrunde\u001b[0m\u001b[32m)\u001b[0m\u001b[32m sowie HR-Projekte, um datenbasierte Entscheidungen treffen zu können\\n- Du arbeitest aktiv an dem Aufbau einer Qualitätskontrolle zwischen unseren Systemen mit\\n- Neue Ideen und Verbesserungsvorschläge bringst du mit Überzeugungskraft ein'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmimetype\u001b[0m=\u001b[32m'text/plain'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mstart_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mend_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtext_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mmetadata_str\u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\n\\n\u001b[0m\u001b[32m{\u001b[0m\u001b[32mcontent\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mkey\u001b[0m\u001b[32m}\u001b[0m\u001b[32m: \u001b[0m\u001b[32m{\u001b[0m\u001b[32mvalue\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata_seperator\u001b[0m=\u001b[32m'\\n'\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1m)\u001b[0m,\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mid_\u001b[0m=\u001b[32m'df37b7a9-2cfb-4c53-bcae-5f8e3c1d8424'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33membedding\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mexcluded_embed_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mexcluded_llm_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mrelationships\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtext\u001b[0m=\u001b[32m'# Was du mitbringen solltest:\\n\\n- Du hast dein Studium z.B. in den Studiengängen Wirtschafts-, Sozialwissenschaften oder Personalmanagement abgeschlossen\\n- Erste Berufserfahrung in Form von Praktika, Werkstudententätigkeiten oder Nebenjobs konntest du bereits sammeln\\n- Du hast Spaß am Umgang mit Daten und großen Zahlenmengen\\n- Du interessierst dich für Fragestellungen rund um moderne Personalarbeit\\n- Problemlösefähigkeit, Selbstorganisation und Zielorientierung zählen zu deinen Stärken\\n- Sichere Anwendung der gängigen MS-Office Programme \u001b[0m\u001b[32m(\u001b[0m\u001b[32minsbesondere Excel und Power Point\u001b[0m\u001b[32m)\u001b[0m\u001b[32m ist von Vorteil\\n\\n# Was wir dir bieten:\\n\\n- Einsatz führender Technologien und agiler Prozesse\\n- Du arbeitest für einen mehrfach ausgezeichneten Arbeitgeber, dessen Unternehmenskultur geprägt ist durch ein offenes und kooperatives Miteinander\\n- Flexible Arbeitszeiten, nach Absprache ist auch mobiles Arbeiten möglich\\n- Umfangreiches Weiterbildungsangebot\\n- 15% Rabatt auf otto.de und anderen Shops\\n- Bezuschussung des Deutschlandtickets, Altersvorsorge, JobRad, verschiedene Sport- und Freizeitangebote uvm.\\n- Vergünstigte und vielfältige Speiseauswahl in unserer modernen Kantine\\n\\nDie Hermes Gruppe bietet vielseitige Arbeitsplätze mit langfristigen Perspektiven und täglich wechselnden Herausforderungen in einer sicheren und zukunftsorientierten Branche. Unser Arbeitsfeld bewegt sich über die Landesgrenzen hinaus: Wir sind ein international tätiges Unternehmen und leben eine multikulturelle Arbeitsatmosphäre. Unsere Wertschätzung gilt allen Menschen gleichermaßen - unabhängig von Geschlecht, Nationalität, ethnischer Herkunft, Religion, Behinderung oder sexueller Orientierung. Logistik bewegt die Welt - beweg dich mit!\\n\\nHaben wir dein Interesse geweckt? Dann mache jetzt den ersten Schritt und bewirb dich gleich online bei uns oder informiere dich auf unserer Homepage.\\n\\nLisa Schille\\nJunior HR Manager Recruiting\\n\\nViktoria Gratenau\\nTeamlead HR Controlling\\n\\nZurück\\n\\nJetzt bewerben!\\n\\n# Tools & Services\\n\\n- Sendungsverfolgung\\n- PaketShop finden\\n- myHermes Business-Portal\\n- click2supplychain.com'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmimetype\u001b[0m=\u001b[32m'text/plain'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mstart_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mend_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtext_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mmetadata_str\u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\n\\n\u001b[0m\u001b[32m{\u001b[0m\u001b[32mcontent\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mkey\u001b[0m\u001b[32m}\u001b[0m\u001b[32m: \u001b[0m\u001b[32m{\u001b[0m\u001b[32mvalue\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata_seperator\u001b[0m=\u001b[32m'\\n'\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1m)\u001b[0m,\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mid_\u001b[0m=\u001b[32m'b13153c9-9db9-4fa6-8b91-3f2dd85614c1'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33membedding\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mexcluded_embed_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mexcluded_llm_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mrelationships\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtext\u001b[0m=\u001b[32m'# Über uns\\n\\n- Hermes Gruppe\\n- Jobs & Karriere\\n- Newsroom\\n- Hermes Blog\\n\\n# Kontakt\\n\\n- Geschäftskunden Kontakt\\n- Presse Kontakt\\n- Privatkunden Kontakt\\n- Lieferanten Kontakt\\n- Unternehmer werden\\n- PaketShop-Partner werden\\n\\n# Länderversion\\n\\nÖsterreich China Deutschland Vereinigtes Königreich International USA\\n\\n- Cookies\\n- Impressum\\n- Datenschutz\\n- Sicherheitshinweise\\n- Sitemap\\n\\n© 2023 Hermes Europe GmbH\\n\\n# document 1:\\n\\n- Privatkunden\\n\\nÖsterreich China Deutschland Vereinigtes Königreich International USA\\n\\nMenu AT CN DE EN INT US Hermes\\n\\n- navigation.search\\n- Start\\n- Unsere Dienstleistungen\\n- Transport Logistics\\n- Supply Chain Solutions\\n- Unsere Fokusbranchen\\n- Supply Chain Services'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmimetype\u001b[0m=\u001b[32m'text/plain'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mstart_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mend_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtext_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mmetadata_str\u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\n\\n\u001b[0m\u001b[32m{\u001b[0m\u001b[32mcontent\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mkey\u001b[0m\u001b[32m}\u001b[0m\u001b[32m: \u001b[0m\u001b[32m{\u001b[0m\u001b[32mvalue\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata_seperator\u001b[0m=\u001b[32m'\\n'\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1m)\u001b[0m,\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mid_\u001b[0m=\u001b[32m'17621a29-5dd3-4ec0-92b7-2eeb49c68e6d'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33membedding\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mexcluded_embed_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mexcluded_llm_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mrelationships\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtext\u001b[0m=\u001b[32m'# E-Services\\n\\n- E-Services\\n- Zoll Services\\n- Nachhaltigkeit\\n- Unser Partnernetzwerk\\n- FML\\n- Jeena\\n- SEKO\\n- WWG\\n\\n# Global E-Commerce\\n\\n- Global E-Commerce\\n\\n# Distribution\\n\\n- Distribution\\n- Paketversand\\n- Paketversand\\n- 2-Mann-Handling\\n- 2-Mann-Handling\\n- Individuelle Versandlösungen\\n- Zusammenarbeit\\n- Dropshipping\\n- Unser Service für Versender\\n- Unser Service für Endkunden\\n- CO2-neutraler Versand\\n- HES Pay\\n- Distribution in Europa\\n\\n# Über uns\\n\\n- Über uns\\n- Auf einen Blick\\n- Hermes auf einen Blick\\n- Hermes Gruppe\\n- Hermes Einrichtungs Service'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmimetype\u001b[0m=\u001b[32m'text/plain'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mstart_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mend_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtext_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mmetadata_str\u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\n\\n\u001b[0m\u001b[32m{\u001b[0m\u001b[32mcontent\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mkey\u001b[0m\u001b[32m}\u001b[0m\u001b[32m: \u001b[0m\u001b[32m{\u001b[0m\u001b[32mvalue\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata_seperator\u001b[0m=\u001b[32m'\\n'\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1m)\u001b[0m,\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mid_\u001b[0m=\u001b[32m'0e91794d-7d16-4c90-b880-e4282a152299'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33membedding\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mexcluded_embed_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mexcluded_llm_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mrelationships\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtext\u001b[0m=\u001b[32m'# Hermes Einrichtungs Service\\n\\n- Hermes Einrichtungs Service\\n- Logistikzentren\\n- Auslieferdepots\\n\\n# Hermes Fulfilment\\n\\n- Hermes Fulfilment\\n- Daten & Fakten\\n- Einblicke\\n- Nachhaltigkeit\\n\\n# Hermes Logistik Österreich\\n\\n- Hermes Logistik Österreich\\n- PaketShop Partner\\n\\n# Hermes Germany GmbH\\n\\n- Hermes Germany GmbH\\n- PaketShop-Partner werden\\n- Vertragspartner werden\\n- Formular\\n\\n# Hermes NexTec\\n\\n- Hermes NexTec\\n\\n# Hermes Germany\\n\\n- Hermes Germany\\n- Downloads\\n\\n# Hermes UK\\n\\n- Hermes UK\\n- Kundenstimmen\\n\\n# Hermes BorderGuru\\n\\n- Hermes BorderGuru\\n\\n# Management\\n\\n- Management\\n\\n# Klima- und Umweltschutz\\n\\n- Klima- und Umweltschutz\\n- Grüne Zustellung\\n- Energieeffiziente Standorte\\n- Unterstützung von Klimaschutzprojekten'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmimetype\u001b[0m=\u001b[32m'text/plain'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mstart_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mend_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtext_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mmetadata_str\u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\n\\n\u001b[0m\u001b[32m{\u001b[0m\u001b[32mcontent\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mkey\u001b[0m\u001b[32m}\u001b[0m\u001b[32m: \u001b[0m\u001b[32m{\u001b[0m\u001b[32mvalue\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata_seperator\u001b[0m=\u001b[32m'\\n'\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1m)\u001b[0m,\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mid_\u001b[0m=\u001b[32m'7122e9e0-89e4-4214-9ba9-ea7d5449111c'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33membedding\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mexcluded_embed_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mexcluded_llm_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mrelationships\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtext\u001b[0m=\u001b[32m'# umweltschutz/unterstuetzung-von-klimaschutzprojekten/\\n\\n- Faire Zusammenarbeit\\n- Einhaltung von Sozialstandards\\n- Gesellschaftliches Engagement\\n\\n- Plattformen & Bezahlfunktionen China\\n- Export nach China\\n\\n- Messen\\n\\n# Historie\\n\\n- 2010er Jahre\\n- 2000er Jahre\\n- 1990er Jahre\\n- 1980er Jahre\\n- 1970er Jahre\\n\\n# Karriere\\n\\n- Karriere Übersicht\\n- Jobs bei Hermes Germany\\n- Jobbörse der Hermes-Gruppe\\n- Unsere Gesellschaften\\n\\n# Hermes Fulfilment\\n\\n- Hermes Fulfilment\\n- Was uns auszeichnet\\n- Ausbildung\\n- Studierende & Absolventen\\n- Deine Bewerbung\\n\\n# Hermes Germany\\n\\n- Hermes Germany\\n- Ausbildung & Duales Studium\\n- Studierende & Absolventen\\n- Berufserfahrene'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmimetype\u001b[0m=\u001b[32m'text/plain'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mstart_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mend_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtext_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mmetadata_str\u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\n\\n\u001b[0m\u001b[32m{\u001b[0m\u001b[32mcontent\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mkey\u001b[0m\u001b[32m}\u001b[0m\u001b[32m: \u001b[0m\u001b[32m{\u001b[0m\u001b[32mvalue\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata_seperator\u001b[0m=\u001b[32m'\\n'\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1m)\u001b[0m,\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mid_\u001b[0m=\u001b[32m'0b0a2d47-4bbf-43f1-a27a-d0105053d3e4'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33membedding\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mexcluded_embed_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mexcluded_llm_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mrelationships\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtext\u001b[0m=\u001b[32m'# hermes-germany/tech/\\n\\n- Architecture & Information Security\\n- ANS\\n- Cloud & Application Infrastructure\\n- IT-Finance und IT-Licensemanagement\\n- BlueOps\\n- European Network\\n- Black OPs\\n- Business Analytics\\n- Support Solutions\\n- Servicedesk\\n- Supply Chain Solutions\\n\\n- Logistik & gewerbliche Jobs\\n\\n- Hermes Europe\\n\\n- Hermes Einrichtungs Service\\n- Hermes Einrichtungs Service\\n- Was wir dir bei HES bieten\\n- Jobs beim HES\\n- Jobs beim HES in Ansbach\\n- Jobs in unseren Depots\\n\\n- Karrieremessen\\n\\n# Newsroom\\n\\n- Presse\\n- Mediathek\\n- Pressekontakt\\n\\n- Kontakt\\n\\n- Start\\n- Karriere\\n- Jobs bei Hermes Germany'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmimetype\u001b[0m=\u001b[32m'text/plain'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mstart_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mend_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtext_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mmetadata_str\u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\n\\n\u001b[0m\u001b[32m{\u001b[0m\u001b[32mcontent\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mkey\u001b[0m\u001b[32m}\u001b[0m\u001b[32m: \u001b[0m\u001b[32m{\u001b[0m\u001b[32mvalue\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata_seperator\u001b[0m=\u001b[32m'\\n'\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1m)\u001b[0m,\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mid_\u001b[0m=\u001b[32m'79337b36-46ea-41b4-839e-2dd1d7b7982d'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33membedding\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mexcluded_embed_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mexcluded_llm_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mrelationships\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtext\u001b[0m=\u001b[32m'# \u001b[0m\u001b[32m(\u001b[0m\u001b[32mSenior-\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Product Manager \u001b[0m\u001b[32m(\u001b[0m\u001b[32mm/w/d\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\nHermes Germany GmbH\\n\\nHermes Zentrale Hamburg\\n\\nBerufserfahrung\\n\\nMarketing / Kommunikation / Redaktion\\n\\nMarketing, Kommunikation, PR\\n\\nVollzeit\\n\\n# Was dich erwartet:\\n\\n- Du verantwortest strategisch und operativ einen Teil unseres Produktportfolios \u001b[0m\u001b[32m(\u001b[0m\u001b[32mz.B. Retoure\u001b[0m\u001b[32m)\u001b[0m\u001b[32m über die gesamte Customer Journey, von der Beauftragung durch den Versender bis zur Zustellung an den Empfänger\\n- Du beobachtest und analysierst die Zielgruppen, den Markt und den Wettbewerb, um darauf basierend Produkt-, Preis- und Kommunikationsmaßnahmen zu initiieren und umzusetzen, die den ganzheitlichen Erfolg unseres Produktportfolios über den gesamten Lebenszyklus vorantreiben\\n- Du hast die wesentlichen Produkt-KPIs \u001b[0m\u001b[32m(\u001b[0m\u001b[32mwie z.B. Menge, Deckungsbeitrag, Qualität, Kundenzufriedenheit\u001b[0m\u001b[32m)\u001b[0m\u001b[32m kontinuierlich im Blick und leitest Optimierungspotenziale ab\\n- Du leitest neue Produktideen unter Berücksichtigung der Unternehmensziele ab und erstellst dafür Marktanalysen, Business Cases und Präsentationen mit klaren Handlungsempfehlungen\\n- Du initiierst Produkt-Launches und koordinierst deren Umsetzung als Initiatives-Owner\\n- Du begleitest die Entwicklung, Durchführung und Auswertung von Marktforschungen und Kundenbefragungen\\n- Du übernimmst als „Product Lead“ die fachliche Leitung eines crossfunktionalen Produktteams mit dedizierten Vertretern relevanter Funktionen wie z.B. Operations, IT, Sales, Controlling oder Legal\\n\\n# Was du mitbringen solltest:\\n\\n- Du hast Dein Studium, idealerweise mit Schwerpunkt Produktmanagement, oder eine vergleichbare Ausbildung erfolgreich abgeschlossen\\n- Du bringst mehrjährige Berufserfahrung im Produkt- oder Brand Management mit, gern auch aus dem FMCG-Umfeld\\n- Dich zeichnet eine hohe analytische Kompetenz, verbunden mit einem sehr guten Zahlenverständnis hinsichtlich der Interpretation und Steuerung von Kennzahlen aus\\n- Du verfügst über eine ausgeprägte Kundenorientierung\\n- Du bist kreativ und suchst permanent nach den besten Lösungen\\n- Deine Arbeitsweise ist ergebnisorientiert und geprägt von hoher Eigenverantwortung und Selbstständigkeit\\n- Dank Deiner offenen Art und zielgerichteten Kommunikation, gepaart mit einem hohen Maß an Verhandlungsgeschick, fällt es Dir leicht, aktiv zwischen den relevanten Unternehmensbereichen hierarchieübergreifend vermitteln zu können\\n\\n# Was wir dir bieten:\\n\\n- Einsatz führender Technologien und agiler Prozesse\\n- Du arbeitest für einen mehrfach ausgezeichneten Arbeitgeber, dessen'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmimetype\u001b[0m=\u001b[32m'text/plain'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mstart_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mend_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtext_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mmetadata_str\u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\n\\n\u001b[0m\u001b[32m{\u001b[0m\u001b[32mcontent\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mkey\u001b[0m\u001b[32m}\u001b[0m\u001b[32m: \u001b[0m\u001b[32m{\u001b[0m\u001b[32mvalue\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata_seperator\u001b[0m=\u001b[32m'\\n'\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1m)\u001b[0m,\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mid_\u001b[0m=\u001b[32m'205c9ca9-b560-4fcd-9f6e-ab1b3e41c93c'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33membedding\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mexcluded_embed_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mexcluded_llm_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mrelationships\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtext\u001b[0m=\u001b[32m'Unternehmenskultur geprägt ist durch ein offenes und kooperatives Miteinander\\n\\n- Flexible Arbeitszeiten, nach Absprache ist auch mobiles Arbeiten möglich\\n- Umfangreiches Weiterbildungsangebot\\n- 15% Rabatt auf otto.de und anderen Shops\\n- Bezuschussung des Deutschlandtickets, Altersvorsorge, JobRad, verschiedene Sport- und Freizeitangebote uvm.\\n- Vergünstigte und vielfältige Speiseauswahl in unserer modernen Kantine\\n\\nDie Hermes Gruppe bietet vielseitige Arbeitsplätze mit langfristigen Perspektiven und täglich wechselnden Herausforderungen in einer sicheren und zukunftsorientierten Branche. Unser Arbeitsfeld bewegt sich über die Landesgrenzen hinaus: Wir sind ein international tätiges Unternehmen und leben eine multikulturelle Arbeitsatmosphäre. Unsere Wertschätzung gilt allen Menschen gleichermaßen - unabhängig von Geschlecht, Nationalität, ethnischer Herkunft, Religion, Behinderung oder sexueller Orientierung.\\n\\nLogistik bewegt die Welt - beweg dich mit!\\n\\nHaben wir dein Interesse geweckt? Dann mache jetzt den ersten Schritt und bewirb dich gleich online bei uns oder informiere dich auf unserer Homepage.\\n\\n- Lisa Overbeck\\n- Senior HR Manager Recruiting\\n- Jessica Michaels\\n- Teamlead Product Management\\n\\nZurück\\n\\nJetzt bewerben!\\n\\n# Tools & Services\\n\\n- Sendungsverfolgung\\n- PaketShop finden\\n- myHermes Business-Portal\\n- click2supplychain.com\\n- Hermes PORT\\n\\n# Über uns\\n\\n- Hermes Gruppe\\n- Jobs & Karriere\\n- Newsroom\\n- Hermes Blog\\n\\n# Kontakt\\n\\n- Geschäftskunden Kontakt\\n- Presse Kontakt\\n- Privatkunden Kontakt\\n- Lieferanten Kontakt'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmimetype\u001b[0m=\u001b[32m'text/plain'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mstart_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mend_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtext_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mmetadata_str\u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\n\\n\u001b[0m\u001b[32m{\u001b[0m\u001b[32mcontent\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mkey\u001b[0m\u001b[32m}\u001b[0m\u001b[32m: \u001b[0m\u001b[32m{\u001b[0m\u001b[32mvalue\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata_seperator\u001b[0m=\u001b[32m'\\n'\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1m)\u001b[0m,\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mid_\u001b[0m=\u001b[32m'a7eeb9cd-7588-47d0-b048-53f7a0dab519'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33membedding\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mexcluded_embed_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mexcluded_llm_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mrelationships\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtext\u001b[0m=\u001b[32m'Unternehmer werden\\nPaketShop-Partner werden\\n\\n# Länderversion\\n\\nÖsterreich China Deutschland Vereinigtes Königreich International USA\\n\\n- Cookies\\n- Impressum\\n- Datenschutz\\n- Sicherheitshinweise\\n- Sitemap\\n\\n© 2023 Hermes Europe GmbH'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmimetype\u001b[0m=\u001b[32m'text/plain'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mstart_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mend_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtext_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mmetadata_str\u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\n\\n\u001b[0m\u001b[32m{\u001b[0m\u001b[32mcontent\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mkey\u001b[0m\u001b[32m}\u001b[0m\u001b[32m: \u001b[0m\u001b[32m{\u001b[0m\u001b[32mvalue\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata_seperator\u001b[0m=\u001b[32m'\\n'\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1m)\u001b[0m\n",
       "\u001b[1m]\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from llama_index.readers.web import SimpleWebPageReader\n",
    "import tempfile\n",
    "from llama_parse import LlamaParse\n",
    "\n",
    "origin_documents = SimpleWebPageReader(html_to_text=True).load_data(data_urls)\n",
    "# pp(origin_documents)\n",
    "document_contents = \"\\n\".join(\n",
    "    [f\"----document 1:----\\n\\n{doc.text}\" for doc in origin_documents]\n",
    ")\n",
    "# print(document_contents)\n",
    "temp_file = tempfile.NamedTemporaryFile(delete=True, suffix=\".txt\")\n",
    "temp_file.write(document_contents.encode(\"utf-8\"))\n",
    "temp_file.seek(0) \n",
    "ic(temp_file.name)\n",
    "print(temp_file.read()) \n",
    "parser = LlamaParse(\n",
    "    # api_key= api_key,\n",
    "    result_type=\"markdown\"\n",
    ") \n",
    "documents = parser.load_data(temp_file.name)\n",
    "pp(documents)\n",
    "temp_file.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup step methods"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Chain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from llama_index.core import get_response_synthesizer\n",
    "\n",
    "synthesizer = get_response_synthesizer(\n",
    "    response_mode=response_mode, streaming=streaming\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Prompting\n",
    "\n",
    "Re-prompt the default prompt for German input data. This can enhance query performance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000\">'[INST] &lt;&lt;SYS&gt;&gt; You contains data in German, thinking everything including query and ansewr in German if possible. Answer the users query_str only taking into account the following context_str. If the user asks for information not found in the below context_str, do not answer.\\n\\n&lt;context_str&gt;\\n{context_str}\\n&lt;/context_str&gt;\\n&lt;&lt;/SYS&gt;&gt;\\n\\n {query_str} [/INST]'</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[32m'\u001b[0m\u001b[32m[\u001b[0m\u001b[32mINST\u001b[0m\u001b[32m]\u001b[0m\u001b[32m \u001b[0m\u001b[32m<\u001b[0m\u001b[32m<SYS>> You contains data in German, thinking everything including query and ansewr in German if possible. Answer the users query_str only taking into account the following context_str. If the user asks for information not found in the below context_str, do not answer.\\n\\n<context_str>\\n\u001b[0m\u001b[32m{\u001b[0m\u001b[32mcontext_str\u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\n</context_str>\\n<</SYS>\u001b[0m\u001b[32m>\u001b[0m\u001b[32m\\n\\n \u001b[0m\u001b[32m{\u001b[0m\u001b[32mquery_str\u001b[0m\u001b[32m}\u001b[0m\u001b[32m \u001b[0m\u001b[32m[\u001b[0m\u001b[32m/INST\u001b[0m\u001b[32m]\u001b[0m\u001b[32m'\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from langchain import hub\n",
    "from llama_index.core import PromptTemplate\n",
    "\n",
    "prompt_str = hub.pull(\"hwchase17/llama-rag\").template.replace(\"context\", \"context_str\").replace(\"question\", \"query_str\")\n",
    "prompt_str = prompt_str.replace(\"[INST] <<SYS>>\", \"[INST] <<SYS>> You contains data in German, thinking everything including query and ansewr in German if possible. \")\n",
    "pp(prompt_str)\n",
    "\n",
    "prompt_tmpl = PromptTemplate(prompt_str)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Top K RAG"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Embedding Token Usage: 3504\n"
     ]
    }
   ],
   "source": [
    "from llama_index.core import VectorStoreIndex\n",
    "from llama_index.core.node_parser import SentenceSplitter\n",
    "from llama_index.core.postprocessor import SentenceTransformerRerank\n",
    "\n",
    "\n",
    "splitter = SentenceSplitter(chunk_size=chunk_size)\n",
    "vector_index = VectorStoreIndex.from_documents(documents, transformations=[splitter])\n",
    "vector_query_engine = vector_index.as_query_engine(\n",
    "    similarity_top_k=similarity_top_k,\n",
    "    response_synthesizer=synthesizer,\n",
    "    node_postprocessors=[\n",
    "        SentenceTransformerRerank(top_n=rerank_top_k, model=\"BAAI/bge-reranker-base\")\n",
    "    ],\n",
    "    summary_template=prompt_tmpl,\n",
    ")\n",
    "vector_query_engine.update_prompts(\n",
    "    {\"response_synthesizer:summary_template\": prompt_tmpl}\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">[</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">PromptTemplate</span><span style=\"font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'prompt_type'</span>: <span style=\"font-weight: bold\">&lt;</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff; font-weight: bold\">PromptType.CUSTOM:</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #008000; text-decoration-color: #008000\">'custom'</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">}</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">template_vars</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">'context_str'</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008000; text-decoration-color: #008000\">'query_str'</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">]</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">kwargs</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">{}</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">output_parser</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">template_var_mappings</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">function_mappings</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">template</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'[INST] &lt;&lt;SYS&gt;&gt; You contains data in German, thinking everything including query and ansewr in German if possible. Answer the users query_str only taking into account the following context_str. If the user asks for information not found in the below context_str, do not answer.\\n\\n&lt;context_str&gt;\\n{context_str}\\n&lt;/context_str&gt;\\n&lt;&lt;/SYS&gt;&gt;\\n\\n {query_str} [/INST]'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">)</span>\n",
       "<span style=\"font-weight: bold\">]</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m[\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1;35mPromptTemplate\u001b[0m\u001b[1m(\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'prompt_type'\u001b[0m: \u001b[1m<\u001b[0m\u001b[1;95mPromptType.CUSTOM:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'custom'\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtemplate_vars\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[32m'context_str'\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'query_str'\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mkwargs\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33moutput_parser\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtemplate_var_mappings\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mfunction_mappings\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mtemplate\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'\u001b[0m\u001b[32m[\u001b[0m\u001b[32mINST\u001b[0m\u001b[32m]\u001b[0m\u001b[32m <<SYS>> You contains data in German, thinking everything including query and ansewr in German if possible. Answer the users query_str only taking into account the following context_str. If the user asks for information not found in the below context_str, do not answer.\\n\\n<context_str>\\n\u001b[0m\u001b[32m{\u001b[0m\u001b[32mcontext_str\u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\n</context_str>\\n<</SYS>\u001b[0m\u001b[32m>\u001b[0m\u001b[32m\\n\\n \u001b[0m\u001b[32m{\u001b[0m\u001b[32mquery_str\u001b[0m\u001b[32m}\u001b[0m\u001b[32m \u001b[0m\u001b[32m[\u001b[0m\u001b[32m/INST\u001b[0m\u001b[32m]\u001b[0m\u001b[32m'\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1m)\u001b[0m\n",
       "\u001b[1m]\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "prompts_dict = vector_query_engine.get_prompts()\n",
    "pp(list(prompts_dict.values()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Multi-step query"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from llama_index.core.indices.query.query_transform.base import (\n",
    "    StepDecomposeQueryTransform,\n",
    ")\n",
    "from llama_index.core.query_engine import MultiStepQueryEngine\n",
    "\n",
    "step_decompose_transform = StepDecomposeQueryTransform(verbose=verbose)\n",
    "multi_steps_query_engine = MultiStepQueryEngine(\n",
    "    query_engine=vector_query_engine,\n",
    "    query_transform=step_decompose_transform,\n",
    "    response_synthesizer=synthesizer,\n",
    "    num_steps=num_multi_steps,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Long context query"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from llama_index.core.llms.llm import LLM\n",
    "from llama_index.core.query_engine import CustomQueryEngine\n",
    "from typing import Any\n",
    "from langchain import hub\n",
    "from llama_index.core import PromptTemplate\n",
    "\n",
    "\n",
    "class VanillaQueryEngine(CustomQueryEngine):\n",
    "    \"\"\"RAG String Query Engine.\"\"\"\n",
    "\n",
    "    llm: LLM\n",
    "    context: str\n",
    "    prompt_tmpl: PromptTemplate\n",
    "\n",
    "    def __call__(self, *args: Any, **kwds: Any) -> str:\n",
    "        return self.custom_query(*args, **kwds)\n",
    "\n",
    "    def custom_query(self, query_str: str) -> str:\n",
    "        full_query = self.prompt_tmpl.format(\n",
    "            context_str=self.context, query_str=query_str\n",
    "        )\n",
    "        return str(self.llm.complete(full_query))\n",
    "\n",
    "\n",
    "lc_query_engine = VanillaQueryEngine(\n",
    "    response_synthesizer=synthesizer,\n",
    "    llm=Settings.llm,\n",
    "    context=\"\\n\".join([doc.text for doc in documents]),\n",
    "    prompt_tmpl=prompt_tmpl,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Query with methods"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Simple query for try"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "query = \"Tell me the jobs you know at Hermes Group?\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Top K RAG"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Embedding Token Usage: 10\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LLM Prompt Token Usage: 1554\n",
      "LLM Completion Token Usage: 139\n",
      "Bei Hermes Gruppe gibt es verschiedene Arbeitsplätze mit langfristigen Perspektiven. Einige der bekanntesten Jobs sind:\n",
      "\n",
      "* (Junior) Manager (m/w/d) HR Controlling\n",
      "* Jobs bei Hermes Germany\n",
      "* Jobs beim Hermes Einrichtungs Service (HES)\n",
      "* Jobs in unseren Depots\n",
      "* Karrieremessen\n",
      "\n",
      "Es gibt auch verschiedene Abteilungen wie Logistik & gewerbliche Jobs, Tech, Architecture & Information Security, ANS, Cloud & Application Infrastructure, IT-Finance und IT-Licensemanagement, BlueOps, European Network, Black OPs, Business Analytics, Support Solutions, Servicedesk, Supply Chain Solutions usw.\n"
     ]
    }
   ],
   "source": [
    "vc_res = vector_query_engine.query(query)\n",
    "print(vc_res.response)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Metric</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Embedding Tokens</th>\n",
       "      <td>3514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LLM Prompt Tokens</th>\n",
       "      <td>1554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LLM Completion Tokens</th>\n",
       "      <td>139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total LLM Token Count</th>\n",
       "      <td>1693</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Count\n",
       "Metric                      \n",
       "Embedding Tokens        3514\n",
       "LLM Prompt Tokens       1554\n",
       "LLM Completion Tokens    139\n",
       "Total LLM Token Count   1693"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_df_token_counter(token_counter)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Multi-step query"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LLM Prompt Token Usage: 444\n",
      "LLM Completion Token Usage: 21\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1;3;33m> Current query: Tell me the jobs you know at Hermes Group?\n",
      "\u001b[0m\u001b[1;3;38;5;200m> New query: Since there is no knowledge source context provided, the next question would be:\n",
      "\n",
      "What is Hermes Group?\n",
      "\u001b[0mEmbedding Token Usage: 20\n",
      "LLM Prompt Token Usage: 1073\n",
      "LLM Completion Token Usage: 32\n",
      "LLM Prompt Token Usage: 496\n",
      "LLM Completion Token Usage: 12\n",
      "\u001b[1;3;33m> Current query: Tell me the jobs you know at Hermes Group?\n",
      "\u001b[0m\u001b[1;3;38;5;200m> New query: The next question would be: What is Hermes Group?\n",
      "\u001b[0mEmbedding Token Usage: 11\n",
      "LLM Prompt Token Usage: 1292\n",
      "LLM Completion Token Usage: 46\n",
      "LLM Prompt Token Usage: 554\n",
      "LLM Completion Token Usage: 32\n",
      "\u001b[1;3;33m> Current query: Tell me the jobs you know at Hermes Group?\n",
      "\u001b[0m\u001b[1;3;38;5;200m> New query: Based on the context and previous reasoning, the next question would be:\n",
      "\n",
      "What kind of jobs or Arbeitsplätze (workplaces) does Hermes Group offer?\n",
      "\u001b[0mEmbedding Token Usage: 30\n",
      "LLM Prompt Token Usage: 1854\n",
      "LLM Completion Token Usage: 46\n",
      "LLM Prompt Token Usage: 330\n",
      "LLM Completion Token Usage: 54\n",
      "LLM Prompt Token Usage: 210\n",
      "LLM Completion Token Usage: 53\n",
      "LLM Prompt Token Usage: 639\n",
      "LLM Completion Token Usage: 43\n",
      "\u001b[1;3;33m> Current query: Tell me the jobs you know at Hermes Group?\n",
      "\u001b[0m\u001b[1;3;38;5;200m> New query: What kind of jobs or Arbeitsplätze (workplaces) does Hermes Group offer in Hermes Germany, Logistik- und gewerbliche Jobs, Hermes Einrichtungs Service (HES), and Depots?\n",
      "\u001b[0mEmbedding Token Usage: 41\n",
      "LLM Prompt Token Usage: 1626\n",
      "LLM Completion Token Usage: 171\n",
      "LLM Prompt Token Usage: 509\n",
      "LLM Completion Token Usage: 111\n",
      "Die Hermes Gruppe bietet vielseitige Arbeitsplätze an, darunter:\n",
      "\n",
      "* Logistik- und gewerbliche Jobs\n",
      "* Jobs bei Hermes Germany\n",
      "* Jobs beim Hermes Einrichtungs Service (HES)\n",
      "* Jobs beim HES in Ansbach\n",
      "* Jobs in unseren Depots\n",
      "* (Junior) Manager (m/w/d) HR Controlling\n",
      "\n",
      "Es gibt auch weitere Karrieremöglichkeiten in verschiedenen Bereichen, wie zum Beispiel in der IT, im Management, in der Logistik und vielem mehr.\n"
     ]
    }
   ],
   "source": [
    "ms_res = multi_steps_query_engine.query(query)\n",
    "print(ms_res.response)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">[</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'Since there is no knowledge source context provided, the next question would be:\\n\\nWhat is Hermes Group?'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'Die Hermes Gruppe wird unter \"# Über uns\" erwähnt, aber leider gibt es keine weitere Information darüber, was die Hermes Gruppe genau ist.'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">)</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'The next question would be: What is Hermes Group?'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'Die Hermes Gruppe bietet vielseitige Arbeitsplätze mit langfristigen Perspektiven und täglich wechselnden Herausforderungen in einer sicheren und zukunftsorientierten Branche.'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">)</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'Based on the context and previous reasoning, the next question would be:\\n\\nWhat kind of jobs or Arbeitsplätze (workplaces) does Hermes Group offer?'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'Die Hermes Gruppe bietet eine Vielzahl von Arbeitsplätzen an, darunter Jobs bei Hermes Germany, Logistik- und gewerbliche Jobs, Jobs beim Hermes Einrichtungs Service (HES), Jobs in unseren Depots und viele mehr.'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">)</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'What kind of jobs or Arbeitsplätze (workplaces) does Hermes Group offer in Hermes Germany, Logistik- und gewerbliche Jobs, Hermes Einrichtungs Service (HES), and Depots?'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'Die Hermes Gruppe bietet vielseitige Arbeitsplätze mit langfristigen Perspektiven und täglich wechselnden Herausforderungen in einer sicheren und zukunftsorientierten Branche. Im Kontext von Hermes Germany, Logistik- und gewerbliche Jobs, Hermes Einrichtungs Service (HES) und Depots werden folgende Arbeitsplätze angeboten:\\n\\n* Logistik- und gewerbliche Jobs\\n* Jobs bei Hermes Germany\\n* Jobs beim HES\\n* Jobs beim HES in Ansbach\\n* Jobs in unseren Depots\\n* (Junior) Manager (m/w/d) HR Controlling\\n\\nEs gibt auch weitere Karrieremöglichkeiten in verschiedenen Bereichen, wie zum Beispiel in der IT, im Management, in der Logistik und vielem mehr.'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">)</span>\n",
       "<span style=\"font-weight: bold\">]</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m[\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1m(\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'Since there is no knowledge source context provided, the next question would be:\\n\\nWhat is Hermes Group?'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'Die Hermes Gruppe wird unter \"# Über uns\" erwähnt, aber leider gibt es keine weitere Information darüber, was die Hermes Gruppe genau ist.'\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1m)\u001b[0m,\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1m(\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'The next question would be: What is Hermes Group?'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'Die Hermes Gruppe bietet vielseitige Arbeitsplätze mit langfristigen Perspektiven und täglich wechselnden Herausforderungen in einer sicheren und zukunftsorientierten Branche.'\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1m)\u001b[0m,\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1m(\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'Based on the context and previous reasoning, the next question would be:\\n\\nWhat kind of jobs or Arbeitsplätze \u001b[0m\u001b[32m(\u001b[0m\u001b[32mworkplaces\u001b[0m\u001b[32m)\u001b[0m\u001b[32m does Hermes Group offer?'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'Die Hermes Gruppe bietet eine Vielzahl von Arbeitsplätzen an, darunter Jobs bei Hermes Germany, Logistik- und gewerbliche Jobs, Jobs beim Hermes Einrichtungs Service \u001b[0m\u001b[32m(\u001b[0m\u001b[32mHES\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, Jobs in unseren Depots und viele mehr.'\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1m)\u001b[0m,\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1m(\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'What kind of jobs or Arbeitsplätze \u001b[0m\u001b[32m(\u001b[0m\u001b[32mworkplaces\u001b[0m\u001b[32m)\u001b[0m\u001b[32m does Hermes Group offer in Hermes Germany, Logistik- und gewerbliche Jobs, Hermes Einrichtungs Service \u001b[0m\u001b[32m(\u001b[0m\u001b[32mHES\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, and Depots?'\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'Die Hermes Gruppe bietet vielseitige Arbeitsplätze mit langfristigen Perspektiven und täglich wechselnden Herausforderungen in einer sicheren und zukunftsorientierten Branche. Im Kontext von Hermes Germany, Logistik- und gewerbliche Jobs, Hermes Einrichtungs Service \u001b[0m\u001b[32m(\u001b[0m\u001b[32mHES\u001b[0m\u001b[32m)\u001b[0m\u001b[32m und Depots werden folgende Arbeitsplätze angeboten:\\n\\n* Logistik- und gewerbliche Jobs\\n* Jobs bei Hermes Germany\\n* Jobs beim HES\\n* Jobs beim HES in Ansbach\\n* Jobs in unseren Depots\\n* \u001b[0m\u001b[32m(\u001b[0m\u001b[32mJunior\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Manager \u001b[0m\u001b[32m(\u001b[0m\u001b[32mm/w/d\u001b[0m\u001b[32m)\u001b[0m\u001b[32m HR Controlling\\n\\nEs gibt auch weitere Karrieremöglichkeiten in verschiedenen Bereichen, wie zum Beispiel in der IT, im Management, in der Logistik und vielem mehr.'\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1m)\u001b[0m\n",
       "\u001b[1m]\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def show_multi_steps(ms_res):\n",
    "    sub_qa = ms_res.metadata[\"sub_qa\"]\n",
    "    tuples = [(t[0], t[1].response) for t in sub_qa]\n",
    "    pp(tuples)\n",
    "\n",
    "show_multi_steps(ms_res)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Long context query"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LLM Prompt Token Usage: 3353\n",
      "LLM Completion Token Usage: 75\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ic| lc_res: ('Based on the provided context, I can identify the following job openings at '\n",
      "             'Hermes Group:\n",
      "            '\n",
      "             '\n",
      "            '\n",
      "             '1. (Junior) Manager (m/w/d) HR Controlling\n",
      "            '\n",
      "             '2. (Senior-) Product Manager (m/w/d)\n",
      "            '\n",
      "             '\n",
      "            '\n",
      "             'Please note that these are the only job openings mentioned in the provided '\n",
      "             'context. There might be other job openings available at Hermes Group that '\n",
      "             'are not mentioned here.')\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'Based on the provided context, I can identify the following job openings at Hermes Group:\\n\\n1. (Junior) Manager (m/w/d) HR Controlling\\n2. (Senior-) Product Manager (m/w/d)\\n\\nPlease note that these are the only job openings mentioned in the provided context. There might be other job openings available at Hermes Group that are not mentioned here.'"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lc_res = lc_query_engine(query)\n",
    "ic(lc_res)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Replication query router"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The routing is ochstrated by the complexity of the query and the context. Because of the complexity of the query, the RAG will be failed for some reason. The routing will be used to decompose the query into multiple steps. The long-context query will be used for unanswerable questions."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## RAG can be failed by 4 reasons\n",
    "\n",
    "Accoriding to the paper, there are four reasons why RAG can be failed.\n",
    "\n",
    "The four reasons include: \n",
    "\n",
    "(A) The query requires multi-step reasoning so the results of previous steps are needed to retrieve information for later steps, e.g. ‘‘What nationality is the performer of song XXX’’. \n",
    "\n",
    "(B) The query is general, e.g. ‘‘What does the group think about XXX’’, which is challenging for the retriever to formulate a good query. \n",
    "\n",
    "(C) The query is long and complex, which is challenging for the retriever to understand. However, answering this kind of questions is arguably, an advantage of LLMs. \n",
    "\n",
    "(D) The query is implicit, demanding a thorough understanding of the entire context. For instance, in a lengthy conversational narrative about a space voyage, a question like ‘‘What caused the shadow behind the spaceship?’’ requires readers to connect the dots and deduce the answer, as there is no explicit mention of the shadow when the cause is revealed.\n",
    "\n",
    "##### Short to say:\n",
    "\n",
    "(A) The query requires multi-step reasoning.\n",
    "\n",
    "(B) The query is general. \n",
    "\n",
    "(C) The query is long and complex, requiring LLMs. \n",
    "\n",
    "(D) The query is implicit, demanding a thorough understanding of the entire context.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup route query engine"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Tools"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "from llama_index.core.tools import QueryEngineTool\n",
    "\n",
    "vector_query_engine_tool = QueryEngineTool.from_defaults(\n",
    "    query_engine=vector_query_engine,\n",
    "    description=\"Useful for simple and answerable questions.\",\n",
    "    return_direct=True,\n",
    ")\n",
    "\n",
    "multi_steps_query_engine_tool = QueryEngineTool.from_defaults(\n",
    "    query_engine=multi_steps_query_engine,\n",
    "    description=\"Useful for answerable questions that require multiple step reasonings.\",\n",
    "    return_direct=True,\n",
    ")\n",
    "\n",
    "lc_query_engine_tool = QueryEngineTool.from_defaults(\n",
    "    query_engine=lc_query_engine,\n",
    "    description=\"Useful for long and complex or implicit questions or queries that require full context to obtain results.\",\n",
    "    return_direct=True,\n",
    ")\n",
    "\n",
    "query_engine_tools = [\n",
    "    vector_query_engine_tool,\n",
    "    multi_steps_query_engine_tool,\n",
    "    lc_query_engine_tool,\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Router query engine\n",
    "\n",
    "#### Router selection prompting\n",
    "\n",
    "The routing choice is determined by the query's complexity and context, which can trigger errors for various reasons. \n",
    "\n",
    "This serves as the prompt for conducting error analysis on the routing choice, we can modify the origin content and migrate to the Llama-Index [LLMSingleSelector](https://github.com/run-llama/llama_index/blob/71c2cfdfbec6bcdd71f0e39f5dbb52c0e9f68ae5/llama-index-core/llama_index/core/selectors/llm_selectors.py).\n",
    "\n",
    "Origin prompt for the error analysis in paper:\n",
    "\n",
    "```text\n",
    "\n",
    "You are given some text chunks from an article, and a question. The text chunks are retrieved by an external retriever.\n",
    "Now:\n",
    "(1) Tell whether the question can be answered based only on the provided text chunks.\n",
    "(2) If the question can be answered, answer the question based on the texts as concisely as you can, using a single\n",
    "phrase if possible.\n",
    "(3) If the question cannot be answered, choose the reason from the following:\n",
    "A. The question needs multistep reasoning, thus it is hard to retrieve all the relevant chunks. For example, \"What\n",
    "nationality is the performer of song You Can?\" contains two steps: find the performer, then find the nationality of the\n",
    "performer. Other examples include \"Where does the director of film Wine Of Morning work at?\", \"What is another\n",
    "notable work made by the author of Miss Sara Sampson?\"\n",
    "B. The question is a general query, thus it is hard to retrieve relevant chunks. For example, \"What did the group\n",
    "think about Dave leaving?\" is general because the group may include multiple persons, and they can have different\n",
    "thinkings.\n",
    "C. The question is long and complex, which is hard for the retriever to encode it to retrieve relevant chunks. For\n",
    "example, \"What did Julie Morgan elaborate on the online survey when talking about the evaluations on the legitimacy\n",
    "of the children’s rights, protection and demands?\", \"The Huskies football team were invited to the Alamo Bowl where\n",
    "they were defeated by a team coached by Art Briles and who played their home games at what stadium?\"\n",
    "D. The question is not explicit and requires comprehensive understanding of the whole story and cannot be solved\n",
    "using retrieval-augmented generation. For example, \"What caused the shadow behind Koerber’s ship?\" needs a\n",
    "comprehensive understanding of the whole story. Another example like \"How many words are there in the article\"\n",
    "also requires the complete article.\n",
    "E. Others.\n",
    "Keep the above reasons in mind, and choose the most possible reason if you think the question cannot be answered\n",
    "based on the text. Output the results in JSON format.\n",
    "{in_context_examples}\n",
    "Text: {context}\n",
    "Question: {input}\n",
    "Answer:\n",
    "\n",
    "```\n",
    "\n",
    "We can modifiy this into:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "modified_error_anlysis = \"\"\"You receive text chunks from various data sources along with a question or query. These chunks are obtained through an external retriever or query engine.\n",
    "Now:\n",
    "(1) Think about whether the question or the query can be simply answered based only on the provided text chunks.\n",
    "(2) If the question or the query can be answered, answer the question or the query based on the texts as concisely as you can, using a single\n",
    "phrase if possible.\n",
    "(3) If the question or the query cannot be answered, choose the reason from the following:\n",
    "A. The question or the query needs multi-step reasoning, thus it is hard to retrieve all the relevant chunks. For example, \"What\n",
    "nationality is the performer of song You Can?\" contains two steps: find the performer, then find the nationality of the\n",
    "performer. Other examples include \"Where does the director of film Wine Of Morning work at?\", \"What is another\n",
    "notable work made by the author of Miss Sara Sampson?\"\n",
    "B. The question or the query is a general query, thus it is hard to retrieve relevant chunks. For example, \"What did the group\n",
    "think about Dave leaving?\" is general because the group may include multiple persons, and they can have different\n",
    "thinkings.\n",
    "C. The question or the query is long and complex, which is hard for the retriever to encode it to retrieve relevant chunks. For\n",
    "example, \"What did Julie Morgan elaborate on the online survey when talking about the evaluations on the legitimacy\n",
    "of the children’s rights, protection and demands?\", \"The Huskies football team were invited to the Alamo Bowl where\n",
    "they were defeated by a team coached by Art Briles and who played their home games at what stadium?\"\n",
    "D. The question or the query is not explicit and requires comprehensive understanding of the whole story and cannot be solved\n",
    "using retrieval-augmented generation. For example, \"What caused the shadow behind Koerber’s ship?\" needs a\n",
    "comprehensive understanding of the whole story. Another example like \"How many words are there in the article\"\n",
    "also requires the complete article.\n",
    "E. Others.\n",
    "\n",
    "Keep the above reasons in mind, and choose the most possible reason(s) with following rule to handle the question or the query that cannot be answered\n",
    "based on the text:\n",
    "\n",
    "For error A and B and E, choose the multi-step query engine.\n",
    "For error C and D, choose the query engine that can handle long and complex or implicit questions or queries.\n",
    "Otherwise, just consider that the question or the query is simply answerable based on the provided text chunks.\n",
    "\n",
    "Notice that text chunks are in German and the question or the query might be in English, please translate the it into German and think in German style if necessary.\n",
    "Here is the instruction with choices for the selection task:\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "You receive text chunks from various data sources along with a question or query. These chunks are obtained through an external retriever or query engine.\n",
      "Now:\n",
      "(1) Think about whether the question or the query can be simply answered based only on the provided text chunks.\n",
      "(2) If the question or the query can be answered, answer the question or the query based on the texts as concisely as you can, using a single\n",
      "phrase if possible.\n",
      "(3) If the question or the query cannot be answered, choose the reason from the following:\n",
      "A. The question or the query needs multi-step reasoning, thus it is hard to retrieve all the relevant chunks. For example, \"What\n",
      "nationality is the performer of song You Can?\" contains two steps: find the performer, then find the nationality of the\n",
      "performer. Other examples include \"Where does the director of film Wine Of Morning work at?\", \"What is another\n",
      "notable work made by the author of Miss Sara Sampson?\"\n",
      "B. The question or the query is a general query, thus it is hard to retrieve relevant chunks. For example, \"What did the group\n",
      "think about Dave leaving?\" is general because the group may include multiple persons, and they can have different\n",
      "thinkings.\n",
      "C. The question or the query is long and complex, which is hard for the retriever to encode it to retrieve relevant chunks. For\n",
      "example, \"What did Julie Morgan elaborate on the online survey when talking about the evaluations on the legitimacy\n",
      "of the children’s rights, protection and demands?\", \"The Huskies football team were invited to the Alamo Bowl where\n",
      "they were defeated by a team coached by Art Briles and who played their home games at what stadium?\"\n",
      "D. The question or the query is not explicit and requires comprehensive understanding of the whole story and cannot be solved\n",
      "using retrieval-augmented generation. For example, \"What caused the shadow behind Koerber’s ship?\" needs a\n",
      "comprehensive understanding of the whole story. Another example like \"How many words are there in the article\"\n",
      "also requires the complete article.\n",
      "E. Others.\n",
      "\n",
      "Keep the above reasons in mind, and choose the most possible reason(s) with following rule to handle the question or the query that cannot be answered\n",
      "based on the text:\n",
      "\n",
      "For error A and B and E, choose the multi-step query engine.\n",
      "For error C and D, choose the query engine that can handle long and complex or implicit questions or queries.\n",
      "Otherwise, just consider that the question or the query is simply answerable based on the provided text chunks.\n",
      "\n",
      "Notice that text chunks are in German and the question or the query might be in English, please translate the it into German and think in German style if necessary.\n",
      "Here is the instruction with choices for the selection task:\n",
      "Some choices are given below. It is provided in a numbered list (1 to {num_choices}), where each item in the list corresponds to a summary.\n",
      "---------------------\n",
      "{context_list}\n",
      "---------------------\n",
      "Using only the choices above and not prior knowledge, return the choice that is most relevant to the question: '{query_str}'\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from llama_index.core.query_engine import RouterQueryEngine\n",
    "from llama_index.core.selectors.llm_selectors import LLMSingleSelector\n",
    "from llama_index.core.response_synthesizers import TreeSummarize\n",
    "\n",
    "SINGLE_SELECT_PROMPT_TMPL = modified_error_anlysis + (\n",
    "    \"Some choices are given below. It is provided in a numbered list \"\n",
    "    \"(1 to {num_choices}), \"\n",
    "    \"where each item in the list corresponds to a summary.\\n\"\n",
    "    \"---------------------\\n\"\n",
    "    \"{context_list}\"\n",
    "    \"\\n---------------------\\n\"\n",
    "    \"Using only the choices above and not prior knowledge, return \"\n",
    "    \"the choice that is most relevant to the question: '{query_str}'\\n\"\n",
    ")\n",
    "\n",
    "print(SINGLE_SELECT_PROMPT_TMPL)\n",
    "\n",
    "router_query_engine = RouterQueryEngine(\n",
    "    selector=LLMSingleSelector.from_defaults(\n",
    "        prompt_template_str=SINGLE_SELECT_PROMPT_TMPL\n",
    "    ),\n",
    "    query_engine_tools=query_engine_tools,\n",
    "    summarizer=TreeSummarize(\n",
    "        streaming=streaming,\n",
    "        use_async=True,\n",
    "        verbose=verbose,\n",
    "    ),\n",
    "    verbose=verbose,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Simple question"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LLM Prompt Token Usage: 729\n",
      "LLM Completion Token Usage: 43\n",
      "\u001b[1;3;38;5;200mSelecting query engine 0: The question 'What data do you have?' is a simple and direct question that can be answered based on the provided text chunks..\n",
      "\u001b[0mEmbedding Token Usage: 6\n",
      "LLM Prompt Token Usage: 1851\n",
      "LLM Completion Token Usage: 172\n",
      "LLM Prompt Token Usage: 286\n",
      "LLM Completion Token Usage: 85\n",
      "LLM Prompt Token Usage: 342\n",
      "LLM Completion Token Usage: 109\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "Hallo! Ich habe Daten über eine Stelle als (Junior) Manager (m/w/d) HR Controlling bei der Hermes Germany GmbH und verschiedenen Dienstleistungen und Angeboten von Hermes Germany, einschließlich Tools und Services wie Sendungsverfolgung und PaketShop-Findung, sowie Informationen über die Architektur und Sicherheit, Logistik und gewerbliche Jobs, Hermes Europe, Hermes Einrichtungs Service, Karrieremessen, Presse und Mediathek, Kontakt und Karriere."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "simply_query = \"What data do you have?\"\n",
    "route_res = router_query_engine.query(simply_query)\n",
    "Markdown(route_res.response)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Metric</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Embedding Tokens</th>\n",
       "      <td>108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LLM Prompt Tokens</th>\n",
       "      <td>15588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LLM Completion Tokens</th>\n",
       "      <td>1105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total LLM Token Count</th>\n",
       "      <td>16693</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Count\n",
       "Metric                      \n",
       "Embedding Tokens         108\n",
       "LLM Prompt Tokens      15588\n",
       "LLM Completion Tokens   1105\n",
       "Total LLM Token Count  16693"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_df_token_counter(token_counter)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LLM Prompt Token Usage: 3349\n",
      "LLM Completion Token Usage: 62\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "Hallo! Ich habe Daten über die Hermes Gruppe, einem Logistikunternehmen. Meine Daten umfassen Informationen über die Dienstleistungen, die Fokusbranchen, die Unternehmen der Hermes Gruppe, Karrierechancen, Newsroom, Kontaktinformationen und vieles mehr. Wenn du eine bestimmte Frage hast, stehe ich gerne zur Verfügung!"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lc_res = lc_query_engine.query(simply_query)\n",
    "Markdown(lc_res.response)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <th></th>\n",
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       "    <tr>\n",
       "      <th>LLM Prompt Tokens</th>\n",
       "      <td>3349</td>\n",
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       "    <tr>\n",
       "      <th>LLM Completion Tokens</th>\n",
       "      <td>62</td>\n",
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       "      <th>Total LLM Token Count</th>\n",
       "      <td>3411</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Count\n",
       "Metric                      \n",
       "Embedding Tokens           0\n",
       "LLM Prompt Tokens       3349\n",
       "LLM Completion Tokens     62\n",
       "Total LLM Token Count   3411"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_df_token_counter(token_counter)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Multi-step reasoning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LLM Prompt Token Usage: 763\n",
      "LLM Completion Token Usage: 36\n",
      "\u001b[1;3;38;5;200mSelecting query engine 1: The question requires multi-step reasoning to introduce the two job roles and their respective tasks..\n",
      "\u001b[0mLLM Prompt Token Usage: 504\n",
      "LLM Completion Token Usage: 75\n",
      "\u001b[1;3;33m> Current query: Introduce (Senior) Product Manager or (Junior) Manager HR Controlling, return final result in a markdown table (two rows for each job and two columns for job title, task) respectively.\n",
      "\u001b[0m\u001b[1;3;38;5;200m> New query: Since there is no knowledge source context provided, I would ask:\n",
      "\n",
      "What are the typical tasks and responsibilities of a (Senior) Product Manager and a (Junior) Manager HR Controlling?\n",
      "\n",
      "This question aims to gather more information about the job roles, which can then be used to create the markdown table with two rows for each job and two columns for job title and task.\n",
      "\u001b[0mEmbedding Token Usage: 74\n",
      "LLM Prompt Token Usage: 1854\n",
      "LLM Completion Token Usage: 362\n",
      "LLM Prompt Token Usage: 587\n",
      "LLM Completion Token Usage: 86\n",
      "LLM Prompt Token Usage: 599\n",
      "LLM Completion Token Usage: 359\n",
      "LLM Prompt Token Usage: 938\n",
      "LLM Completion Token Usage: 58\n",
      "\u001b[1;3;33m> Current query: Introduce (Senior) Product Manager or (Junior) Manager HR Controlling, return final result in a markdown table (two rows for each job and two columns for job title, task) respectively.\n",
      "\u001b[0m\u001b[1;3;38;5;200m> New query: Based on the provided context, I would ask:\n",
      "\n",
      "Can we create a markdown table with two rows for each job and two columns for job title and task using the provided information about the typical tasks and responsibilities of a (Senior) Product Manager and a (Junior) Manager HR Controlling?\n",
      "\u001b[0mEmbedding Token Usage: 57\n",
      "LLM Prompt Token Usage: 1853\n",
      "LLM Completion Token Usage: 322\n",
      "LLM Prompt Token Usage: 556\n",
      "LLM Completion Token Usage: 73\n",
      "LLM Prompt Token Usage: 531\n",
      "LLM Completion Token Usage: 273\n",
      "LLM Prompt Token Usage: 1269\n",
      "LLM Completion Token Usage: 12\n",
      "\u001b[1;3;33m> Current query: Introduce (Senior) Product Manager or (Junior) Manager HR Controlling, return final result in a markdown table (two rows for each job and two columns for job title, task) respectively.\n",
      "\u001b[0m\u001b[1;3;38;5;200m> New query: Based on the provided context, I would ask:\n",
      "\n",
      "None\n",
      "\u001b[0mLLM Prompt Token Usage: 891\n",
      "LLM Completion Token Usage: 161\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "Here is the markdown table with two rows for each job and two columns for job title and task:\n",
       "\n",
       "| Job Title | Tasks |\n",
       "| --- | --- |\n",
       "| (Senior-) Produktmanager | - Verantwortung für strategische und operative Produktportfolios über die gesamte Customer Journey<br>- Beobachtung und Analyse von Zielgruppen, Markt und Wettbewerb, um Produkt-, Preis- und Kommunikationsmaßnahmen zu initiieren und umzusetzen |\n",
       "| (Junior-) Manager HR Controlling | - Erstellung von Auswertungen, Statistiken und Präsentationen für interne und externe Stakeholder<br>- Begleitung von Prozessen und HR-Projekten, um datenbasierte Entscheidungen treffen zu können |"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "normal_query = \"Introduce (Senior) Product Manager or (Junior) Manager HR Controlling, return final result in a markdown table (two rows for each job and two columns for job title, task) respectively.\"  \n",
    "route_res = router_query_engine.query(normal_query)\n",
    "Markdown(route_res.response)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Metric</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Embedding Tokens</th>\n",
       "      <td>131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LLM Prompt Tokens</th>\n",
       "      <td>10345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LLM Completion Tokens</th>\n",
       "      <td>1817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total LLM Token Count</th>\n",
       "      <td>12162</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Count\n",
       "Metric                      \n",
       "Embedding Tokens         131\n",
       "LLM Prompt Tokens      10345\n",
       "LLM Completion Tokens   1817\n",
       "Total LLM Token Count  12162"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_df_token_counter(token_counter)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LLM Prompt Token Usage: 3383\n",
      "LLM Completion Token Usage: 188\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "Here are the job introductions in a markdown table:\n",
       "\n",
       "| Job Title | Task |\n",
       "| --- | --- |\n",
       "| (Senior-) Product Manager | Du verantwortest strategisch und operativ einen Teil unseres Produktportfolios (z.B. Retoure) über die gesamte Customer Journey, von der Beauftragung durch den Versender bis zur Zustellung an den Empfänger |\n",
       "|  | Du leitest neue Produktideen unter Berücksichtigung der Unternehmensziele ab und erstellst dafür Marktanalysen, Business Cases und Präsentationen mit klaren Handlungsempfehlungen |\n",
       "| (Junior) Manager HR Controlling | Du erstellst Auswertungen, Statistiken und Präsentationen für interne Stakeholder wie HR Kolleg*innen oder Fachbereiche sowie für externe Stakeholder wie Behörden |\n",
       "|  | Du begleitest tatkräftig Prozesse (z.B. Gehaltsrunde) sowie HR-Projekte, um datenbasierte Entscheidungen treffen zu können |"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lc_res = lc_query_engine.query(normal_query)\n",
    "Markdown(lc_res.response)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Metric</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Embedding Tokens</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LLM Prompt Tokens</th>\n",
       "      <td>3383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LLM Completion Tokens</th>\n",
       "      <td>2048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total LLM Token Count</th>\n",
       "      <td>5431</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Count\n",
       "Metric                      \n",
       "Embedding Tokens           0\n",
       "LLM Prompt Tokens       3383\n",
       "LLM Completion Tokens   2048\n",
       "Total LLM Token Count   5431"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_df_token_counter(token_counter)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Long and complex question"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LLM Prompt Token Usage: 753\n",
      "LLM Completion Token Usage: 116\n",
      "\u001b[1;3;38;5;200mSelecting query engine 2: The question or the query is long and complex, which is hard for the retriever to encode it to retrieve relevant chunks..\n",
      "\u001b[0mLLM Prompt Token Usage: 3373\n",
      "LLM Completion Token Usage: 400\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "Here is the information about the jobs within the knowledge base, including the TODO and the benefits for working in the Hermes Group, in a markdown table:\n",
       "\n",
       "| **Job Title** | **Company** | **Location** | **Job Description** | **Requirements** | **Benefits** |\n",
       "| --- | --- | --- | --- | --- | --- |\n",
       "| (Junior) Manager (m/w/d) HR Controlling | Hermes Germany GmbH | Hamburg | Create reports, statistics, and presentations for internal stakeholders; support processes and HR projects with data-based decisions | Studied in economics, social sciences, or personnel management; first work experience; proficiency in MS Office | Flexible working hours, mobile working possible; comprehensive training offer; 15% discount on otto.de and other shops; company pension scheme, job bike, various sports and leisure offers |\n",
       "| (Senior-) Product Manager (m/w/d) | Hermes Germany GmbH | Hamburg | Responsible for strategic and operational product management; analyze target groups, market, and competition; initiate product launches | Studied in product management or similar; several years of experience in product or brand management; analytical skills, customer orientation, creativity, and negotiation skills | Flexible working hours, mobile working possible; comprehensive training offer; 15% discount on otto.de and other shops; company pension scheme, job bike, various sports and leisure offers |\n",
       "\n",
       "**TODO:**\n",
       "\n",
       "* There are only two job postings in the knowledge base. If more job postings are added, they can be included in the table.\n",
       "* The job descriptions and requirements are summarized. If more details are needed, they can be added to the table.\n",
       "\n",
       "**Benefits of working in the Hermes Group:**\n",
       "\n",
       "* Flexible working hours, mobile working possible\n",
       "* Comprehensive training offer\n",
       "* 15% discount on otto.de and other shops\n",
       "* Company pension scheme\n",
       "* Job bike\n",
       "* Various sports and leisure offers\n",
       "* International company with a multicultural work atmosphere\n",
       "* Opportunities for career growth and development"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "long_complex_query=\"Tell me the information of the jobs within your knowledge base, including TODO and the benefits for working in the Hermes Group, response in a markdown table.\"\n",
    "route_res = router_query_engine.query(long_complex_query)\n",
    "Markdown(route_res.response)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "    </tr>\n",
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       "    <tr>\n",
       "      <th>Embedding Tokens</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LLM Prompt Tokens</th>\n",
       "      <td>4126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LLM Completion Tokens</th>\n",
       "      <td>516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total LLM Token Count</th>\n",
       "      <td>4642</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Count\n",
       "Metric                      \n",
       "Embedding Tokens           0\n",
       "LLM Prompt Tokens       4126\n",
       "LLM Completion Tokens    516\n",
       "Total LLM Token Count   4642"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_df_token_counter(token_counter)"
   ]
  }
 ],
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