From d9b8e43cd6fd6d7b0bfca297809a52d7d0a8761f Mon Sep 17 00:00:00 2001
From: Martin Schultz <m.schultz@fz-juelich.de>
Date: Thu, 10 Nov 2022 22:45:41 +0100
Subject: [PATCH] First draft

---
 ...terns-f\303\274r-grosse-Datenmengen.ipynb" | 466 ++++++++++++++++++
 1 file changed, 466 insertions(+)
 create mode 100644 "de/01-Design-patterns-f\303\274r-grosse-Datenmengen.ipynb"

diff --git "a/de/01-Design-patterns-f\303\274r-grosse-Datenmengen.ipynb" "b/de/01-Design-patterns-f\303\274r-grosse-Datenmengen.ipynb"
new file mode 100644
index 0000000..f6c0073
--- /dev/null
+++ "b/de/01-Design-patterns-f\303\274r-grosse-Datenmengen.ipynb"
@@ -0,0 +1,466 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "6cec99d8-cf59-4320-9fa2-4a3ddfcada34",
+   "metadata": {},
+   "source": [
+    "# Design Pattern für die Verarbeitung von großen Datenmengen\n",
+    "\n",
+    "## Inhalte\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "attachments": {
+    "61573f5c-a3b6-438c-87a0-f54d8f397973.png": {
+     "image/png": "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"
+    },
+    "8254ff1d-93b1-404d-8e8c-f3d2712faf09.png": {
+     "image/png": "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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "f5b5c09e-7599-4768-a7f6-8cb2490f2290",
+   "metadata": {},
+   "source": [
+    "## 1. Motivation\n",
+    "\n",
+    "_Dieser Teil würde normalerweise interaktiv in einer Diskussion entwickelt und in einem separaten Notebook zusammengefasst._\n",
+    "\n",
+    "### 1.1 Klassische \"large data\" Systeme\n",
+    "\n",
+    "![grafik.png](attachment:8254ff1d-93b1-404d-8e8c-f3d2712faf09.png)\n",
+    "\n",
+    "### 1.2 Moderne, verteilte, cloud-basierte Systeme\n",
+    "\n",
+    "Beispiel:\n",
+    "![grafik.png](attachment:61573f5c-a3b6-438c-87a0-f54d8f397973.png)\n",
+    "\n",
+    "_Source: https://learn.microsoft.com/en-us/azure/architecture/example-scenario/data/geospatial-data-processing-analytics-azure_\n",
+    "\n",
+    "In einem solchen verteilten System kommen zu Kapazität, Wartezeit und Durchsatz noch mehrere wichtige Design-Parameter hinzu. Je nach Anwendung sind beim Aufbau einer Prozessierungskette u.U. zu beachten:\n",
+    "* Ausfallsicherheit bzw. Umgang mit fehlenden Komponenten/Monitoring \n",
+    "* Minimierung von Datentransfers\n",
+    "* Portabilität über Systemgrenzen\n",
+    "* Harmonisierung der Datenstrukturen und -formate\n",
+    "* Zwischenspeicherung von Ergebnissen (Sicherung vor Ausfall, leichtere/schnellere Wiederverwendbarkeit)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6cdedf41-b175-4a6c-b805-13e81902754b",
+   "metadata": {},
+   "source": [
+    "## 2. Klassische Design-Patterns\n",
+    "\n",
+    "### 2.1 Extract - Transform - Load (ETL)\n",
+    "\n",
+    "Das ETL Schema beschreibt ganz allgemein das Zurverfügungstellen von Daten. Der Grundgedanke ist,\n",
+    "dass die Daten im Originalformat vorliegen, sei es in einer Datenbank oder als Dateien, und dass \n",
+    "man zur Verarbeitung der Daten wahrscheinlich bestimmte Transformationen vornehmen muss. Durch die\n",
+    "Trennung in drei Schritte lassen sich Optimierungen gezielt auf die Problemstellung anpassen.\n",
+    "\n",
+    "[Dieser Blog-Artikel](https://www.dbta.com/Editorial/Trends-and-Applications/Designing-an-ETL-Design-Pattern-145438.aspx) beschreibt anschaulich einige Dinge, auf die man beim ETL-Design achten sollte.\n",
+    "\n",
+    "__Schritt 1:__ Es ist gute Praxis, immer von den Originaldaten auszugehen und den Informationsreichtum \n",
+    "in den Originaldaten zu erhalten.\n",
+    "\n",
+    "__Schritt 2:__ Vor der eigentlichen Transformation sollten die Daten \"gereinigt\" werden. Dies bedeutet insbesondere eine Überprüfung, ob die Transformation überhaupt sinnvoll ausgeführt werden kann und ob die Daten das beinhalten, was man erwartet (z.B. gültiger Wertebereich). Hierbei ist es gute Praxis, fehlerhafte Daten nicht einfach zu löschen, sondern sie stattdessen mit einem Flag zu versehen, das den Fehlercode angibt (z.B. bei Messdaten).\n",
+    "\n",
+    "Eine beliebte Methode des Bereinigens erfolgt mit Hilfe einer (temporären) Datenbank.\n",
+    "```\n",
+    "    insert into\n",
+    "    select from\n",
+    "```\n",
+    "nutzt die Kontrollfilter der Datenbank, um viele Formatierungsfehler zu finden und auszumerzen.\n",
+    "\n",
+    "Beim Aufsetzen der Transformationen sollte man eine gute Balance zwischen Performance und Komplexität finden. Bis auf wenige Ausnahmen ist die zweitschnellste Lösung oft die bessere, wenn der Code dadurch\n",
+    "lesbarer, modularer und besser wartbar wird. Performance-Optimierung sollt eman nur vornehmen, wenn man sie wirklich benötigt.\n",
+    "\n",
+    "Das Rendern (Formatieren) der Daten zählt ebenfalls zu den Transformationen und ist üblicherweise der\n",
+    "letzte Schritt.\n",
+    "\n",
+    "__Schritt 3:__ Der Load (oder auch Publish) Schritt sollte nur genau das machen, also insbesondere keine weiteren Transformationen anwenden. Hier geht es nur noch um die Auslieferung der Daten.\n",
+    "\n",
+    "Aaron Segesmann beschreibt in dem oben verlinkten Blog folgende Design-Muster für die Auslieferung von Daten:\n",
+    "1. Truncate and load - d.h. zuvor ausgelieferte Daten werden gelöscht und die neu transformierten Daten an deren Stelle gesetzt. Beispiel: Neuaufbau einer Webseite nach Aktualisierung.\n",
+    "2. Data surgery - einzelne Elemente werden gezielt ausgetauscht. Diese Methode lohnt oft, wenn weniger als 40 % der Daten geändert wurden.\n",
+    "3. Append - die neuen Daten werden an die vorhandenen angehängt.\n",
+    "4. Blue/green - hier gibt es zwei parallel existierende Systeme (z.B. Server), von denen einer aktiv, der andere inaktiv ist. Dann werden im Hintergrund die neuen Daten auf den inaktiven Server gespielt und wenn das passiert ist, wird dieser aktiviert, während der vorher aktive inaktiviert wird."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "91b32cfe-06ba-4984-9849-151171967e7a",
+   "metadata": {},
+   "source": [
+    "### 2.2 Chunking und Tiling\n",
+    "\n",
+    "Ein Merkmal von \"Großen Daten\" (= Big Data) ist es, dass nicht alle Daten auf einmal in den Speicher passen. Daraus ergibt sich zwangsläufig die Notwendigkeit, die Daten stückweise zu prozessieren.\n",
+    "\n",
+    "Beim Chunking (= Stückeln) liest man die Daten blockweise ein, verarbeitet sie und gibt sie wieder aus oder hängt die Ergebnisse an eine Liste an. \n",
+    "\n",
+    "Tiling (= Kacheln) wird verwendet, um 2-dimensionale Daten (z.B. Modell-Output oder Satellitendaten aus der Erdsystemforschung) in einzelnen Abschnitten zu verarbeiten. Ein gutes Beispiel hierfür sind die sogenannten Tile-Server von Google Maps oder [Open Street Map](https://wiki.openstreetmap.org/wiki/Tile_servers). Ein solcher Server wandelt die als Vektordaten gespeicherten Informationen zu Straßen, Plätzen und anderen Landschaftsmerkmalen in Bilder um, wobei jeweils nur die Daten aus einer bestimmten Region (bounding box) prozessiert werden. Die Bilder können in verschiedenen Zoom-Stufen erzeugt (= gerendert) werden und man kann bestimmen, welche Bilder für schnellere Zugriffe in einem Cache abgelgt werden sollen (zu Caching, siehe Abschnitt 3.x).\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cafca7df-b8b4-4caa-966c-d034efff0611",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Etwas sinnfreies Beispielprogramm zum Chunking\n",
+    "# let's count the number of occurences of the letter E in a randomly generated long string\n",
+    "import numpy as np\n",
+    "SIZE = 999967    # purposefully not a round number\n",
+    "data = \"\".join([chr(x) for x in np.random.randint(65, 91, SIZE)])\n",
+    "print(data[:1000])\n",
+    "# set up result counter and loop\n",
+    "BUFSIZE = 200  # process 200 characters at a time\n",
+    "count = 0\n",
+    "pos = 0\n",
+    "while pos < len(data):\n",
+    "    chunk = data[pos:pos+BUFSIZE]\n",
+    "    count += chunk.count(\"E\")\n",
+    "    pos += BUFSIZE\n",
+    "print(f\"There are {count} occurences of the letter E in the random string, i.e. {100.*count/SIZE}%.\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "52bcba8e-32f3-4694-979c-801591f7e701",
+   "metadata": {},
+   "source": [
+    "Als Alternative zum Chunking weisen moderne Tools oft Konzepte wie __memory mapping__ auf. Dabei wird ein Teil einer sehr großen Datei in den Hauptspeicher abgebildet; für den User fühlt es sich aber so an, als würde man direkt in der Datei arbeiten. Für Details hierzu siehe z.B. [Python 3 Dokumentation](https://docs.python.org/3/library/mmap.html)."
+   ]
+  },
+  {
+   "attachments": {
+    "b8918922-d5e0-4e89-9818-6e75200c57c2.png": {
+     "image/png": "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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "52da6084-96a9-4bdc-b3f3-c429ff7ba865",
+   "metadata": {},
+   "source": [
+    "### 2.3 Indextabellen\n",
+    "\n",
+    "Relationale Datenbanken erlauben die Definition mehrerer Indizes in einer Datentabelle und auch\n",
+    "über Tabellengrenzen hinweg ([__foreign key__](https://www.postgresqltutorial.com/postgresql-tutorial/postgresql-foreign-key/)). Die Möglichkeit, hierdurch auch komplexere Indextabellen aufzubauen,\n",
+    "ist ein entscheidender Punkt für die Effizienz (=Zugriffsgeschwindigkeit) relationaler Datenbanken.\n",
+    "\n",
+    "In NoSQL Datenbanken (z.B. [MongoDB](https://www.mongodb.com/) oder [Apache Cassandra](https://cassandra.apache.org/_/index.html) gibt es keine sekundären Indizes; dort muss man\n",
+    "Indextabellen selbst bauen (siehe z.B. [https://learn.microsoft.com/en-us/azure/architecture/patterns/index-table]).\n",
+    "\n",
+    "Das Prinzip von Indextabellen kann man auch außerhalb von Datenbank-Anwendungen nutzen. So wird z.B. in\n",
+    "manchen Dateiformaten (z.B. [netCDF](https://www.unidata.ucar.edu/software/netcdf/)) \n",
+    "neben den eigentlichen Daten ein header gespeichert, der Metadaten enthält und \n",
+    "eben Indizes zu den einzelnen Datenfeldern. \n",
+    "\n",
+    "![grafik.png](attachment:b8918922-d5e0-4e89-9818-6e75200c57c2.png)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6ff96347-7076-4fdb-a11f-c832e6eaba3c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Programmbeispiel\n",
+    "# create some data arrays of arbitrary size and store them in a file with an index table\n",
+    "import numpy as np\n",
+    "from pprint import pprint\n",
+    "import os\n",
+    "import json\n",
+    "\n",
+    "os.makedirs(\"data\", exist_ok=True)\n",
+    "\n",
+    "dlength = [ 100, 20000, 57, 23456, 100 ]   # length of data arrays\n",
+    "container = [ np.full(length, float(enum+1)) for enum, length in enumerate(dlength) ]\n",
+    "pprint(container)\n",
+    "\n",
+    "# create index table as dictionary - note that first entry is 0, and last entry should be removed\n",
+    "index = { \"var1\": 0 }\n",
+    "mem = 0\n",
+    "for enum, ar in enumerate(container[:-1]):\n",
+    "    index[f\"var{enum+2}\"] = mem + ar.nbytes\n",
+    "    mem += ar.nbytes\n",
+    "pprint(index)\n",
+    "# store data as binary file\n",
+    "MAGIC = b\"\\xf0\\xf0\\x00\\x00\"\n",
+    "with open(\"data/test_index_file.dat\", \"wb\") as f:\n",
+    "    # write index table as json string\n",
+    "    f.write(json.dumps(index).encode(\"utf-8\"))\n",
+    "    # add CRLF as end marker\n",
+    "    f.write(MAGIC)\n",
+    "    # write data tables\n",
+    "    for ar in container:\n",
+    "        f.write(ar)\n",
+    "    \n",
+    "# now let's try to read the file and access var3\n",
+    "# read index table\n",
+    "with open(\"data/test_index_file.dat\", \"rb\") as f:\n",
+    "    buf = f.read(10000)\n",
+    "    # search for MAGIC sequnce, i.e. end of index\n",
+    "    imagic = buf.find(MAGIC)\n",
+    "    index = json.loads(buf[:imagic].decode(\"utf-8\"))\n",
+    "    # calculate length of variables\n",
+    "    vlen = { f\"var{enum}\": index[f\"var{enum+1}\"] - index[f\"var{enum}\"] for enum in range(1, len(index)) }\n",
+    "    # add last element - ends with length of file\n",
+    "    f.seek(0, os.SEEK_END)\n",
+    "    vlen[f\"var{len(index)}\"] = f.tell() - index[f\"var{len(index)}\"]\n",
+    "    print(\"reconstructed index table: \", index, \"\\nlength of data arrays: \", vlen)\n",
+    "    # load var3 array\n",
+    "    f.seek(imagic+len(MAGIC)+index[\"var3\"])\n",
+    "    ar = np.frombuffer(f.read(vlen[\"var3\"]))\n",
+    "    print(\"reconstructed data array: \", ar)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0c7393f8-7ab4-4ce0-a845-0b2fe15cd110",
+   "metadata": {},
+   "source": [
+    "__Anmerkungen:__\n",
+    "Dieser Code setzt implizit voraus, dass die numpy arrays aus float Werten bestehen und die arrays 1-dimensional sind. Man kann natürlich den Datentyp und die array shapes ebenfalls im Header speichern.\n",
+    "Allerdings sollte man stattdessen sehr wahrscheinlich auf ein existierendes Dateiformat wie \n",
+    "netCDF oder HDF5 wechseln. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0ecf8add-47f6-498f-8943-bd1a4aa0852c",
+   "metadata": {},
+   "source": [
+    "## 3. Moderne Design-Patterns\n",
+    "\n",
+    "Quelle: https://learn.microsoft.com/en-us/azure/architecture/patterns/\n",
+    "\n",
+    "### 3.1 Asynchrone Prozessierung\n",
+    "\n",
+    "In modernen, verteilten Systemen erfolgt der Datenaustausch sehr häufig über REST APIs (siehe z.B. auch unsere [TOAR Datenbank](https://toar-data.fz-juelich.de/api/v2/) am JSC. Bei solchen http(s)-basierten Systemen kann es aus verschiedenen Gründen zu Verzögerungen kommen. Z.B.:\n",
+    "* Systemsoftware und Sicherheitskomponenten auf dem Server\n",
+    "* Internetanbindung (v.a. bei IoT Sensoren)\n",
+    "* Auslastung der Server\n",
+    "* Größe der Anfrage und Antwort\n",
+    "* Rechenintensive Prozessierung vor Audslieferung der Daten\n",
+    "\n",
+    "Asynchrone Abfragen ermöglichen es, mehrere Abfragen parallel auszuführen, ohne jeweils auf Fertigstellung einzelner Abfragen warten zu müssen. \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9ad4595f-ce4e-4619-b526-200b6b3701e0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Programm-Beispiel\n",
+    "# download a few time series datasets from the TOAR database at JSC in parallel\n",
+    "\n",
+    "import requests\n",
+    "import asyncio\n",
+    "from aiohttp import ClientSession\n",
+    "## from aiohttp import ClientOSError, ClientResponseError, ClientSession, ClientTimeout, ServerTimeoutError, TCPConnector\n",
+    "import os\n",
+    "\n",
+    "# system settings\n",
+    "TOAR_SERVICE_URL = \"https://toar-data.fz-juelich.de/api/v2\"\n",
+    "# CONNECT_TIMEOUT = 3.05\n",
+    "# DATA_READ_TIMEOUT = 20\n",
+    "# MAX_TRIES = 3\n",
+    "# POOL_SIZE = 8\n",
+    "\n",
+    "# the following are arbitrary dataset ids for demonstration; the last one should fail\n",
+    "series = [ 2834, 3333, 7243, 10112, 999999999 ]\n",
+    "\n",
+    "os.makedirs(\"data\", exist_ok=True)\n",
+    "\n",
+    "# the download routine\n",
+    "async def download(session, series_id):\n",
+    "    url = f\"{TOAR_SERVICE_URL}/data/timeseries/{series_id}?format=csv\"\n",
+    "    print(f\"Loading data for time series id {series_id} from {url}.\")\n",
+    "    async with session.get(url) as resp:\n",
+    "        status = resp.status\n",
+    "        if status == 200:\n",
+    "            content = await resp.text()\n",
+    "            with open(f\"data/toar_timeseries_{series_id}.csv\", \"w\") as f:\n",
+    "                f.write(content)\n",
+    "                print(\"Download of series id {series_id} complete.\")\n",
+    "        else:\n",
+    "            print(f\"Download of series {series_id} failed.\")\n",
+    "    return status\n",
+    "\n",
+    "    \n",
+    "# the asynchronous driver\n",
+    "async def main(session, coroutine, params=None):\n",
+    "    tasks = [asyncio.create_task(coroutine(session, s)) for s in params]\n",
+    "    results = None\n",
+    "    try:\n",
+    "        results = await asyncio.gather(*tasks)\n",
+    "    except Exception as e:\n",
+    "        print(\"failed\", e)\n",
+    "        for task in tasks:\n",
+    "            task.cancel()\n",
+    "        await asyncio.sleep(1)\n",
+    "    return results\n",
+    "\n",
+    "\n",
+    "session = ClientSession()\n",
+    "a = await main(session, download, series)\n",
+    "print(a)\n",
+    "await session.close()\n"
+   ]
+  },
+  {
+   "attachments": {
+    "dec7c0f8-232d-468a-b055-b7115fbb0051.png": {
+     "image/png": "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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "b3df5141-3564-491a-adde-34e7cbea24d7",
+   "metadata": {},
+   "source": [
+    "Im Falle sehr großer Datenmengen wird die Dauer eines einzelnen Tasks (\"download\") zu lang. Dann empfiehlt es sich, den Workflow wie folgt aufzusetzen:\n",
+    "![grafik.png](attachment:dec7c0f8-232d-468a-b055-b7115fbb0051.png)\n",
+    "\n",
+    "_Quelle: https://learn.microsoft.com/en-us/azure/architecture/patterns/async-request-reply_\n",
+    "\n",
+    "Dann kann man z.B. den Status-Endpunkt dazu nutzen, eine Email an den User zu generieren, die einen Link zu einem speziellen Resource-Endpunkt enthält. Klickt der User auf diesen Link, werden die vorbereiteten Daten heruntergeladen."
+   ]
+  },
+  {
+   "attachments": {
+    "08124af3-a92f-4e74-a2dc-ab5fdadc047e.png": {
+     "image/png": "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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "c0c24d27-933b-4aa1-ae85-a81a6c78b6ae",
+   "metadata": {},
+   "source": [
+    "### 3.2 Caching\n",
+    "\n",
+    "Viele Datenprozessierungsketten erzeugen aggregierte Daten aus einer großen Datenmenge, die dann \n",
+    "zur weiteren Verarbeitung oder Analyse an den Nutzer geschickt werden. Ein typisches Beispiel aus \n",
+    "der Erdsystemforschung ist die Erzeugung von (Monats)Mittelwerten aus den Dateien eines Klimamodells.\n",
+    "Der originale Output des Modells liegt z.B. stündlich oder 3-stündlich vor, d.h. pro Monatsmittelwert\n",
+    "müssen 672 bis 744 (bzw. 224 bis 248) Datenfelder gelesen und aufaddiert werden.\n",
+    "\n",
+    "Wenn man davon ausgehen kann, dass viele Nutzer an solchen aggregierten Daten interessiert sind, dann \n",
+    "kann sich das Caching dieser Daten lohnen. Der Cache kann entweder auf demselben Speichersystem (Festplatte) \n",
+    "liegen wie die Originaldaten, auf einem schnelleren Dateisystem \n",
+    "(z.B. [NVMe](https://www.cisco.com/c/en/us/solutions/computing/what-is-nvme.html\\#~benefits-of-nvme)),\n",
+    "oder im Memory (z.B. [redis](https://redis.com/solutions/use-cases/caching/)).\n",
+    "\n",
+    "![grafik.png](attachment:08124af3-a92f-4e74-a2dc-ab5fdadc047e.png)\n",
+    "\n",
+    "_Quelle: https://learn.microsoft.com/en-us/azure/architecture/patterns/cache-aside_\n",
+    "\n",
+    "Zu beachten ist bei Caching vor allem, dass die Datenkonsistenz gewährleistet werden sollte. Dazu gibt es \n",
+    "verschiedene Ansätze, je nach Anwendung. \n",
+    "\n",
+    "_Diskussion über verschiedene Anwendungsfälle und deren Auswirkungen auf den Cachine-Mechanismus_\n",
+    "\n",
+    "Ferner sollte man überlegen, ob es eine Bevorzugung bestimmter Daten geben sollte, die z.B. besonders\n",
+    "häufig nachgefragt werden oder besonders aufwendig zu berechnen sind. Und dann spielt beoi der Auslegung \n",
+    "eines Caches noch eine Rolle, wie lange die dort enthaltenen Daten leben sollen.\n",
+    "\n",
+    "Generell gilt: Cache-Speicherplatz ist teuer und begrenzt."
+   ]
+  },
+  {
+   "attachments": {
+    "cee91b15-0e8d-4c39-ad44-ece70750892e.png": {
+     "image/png": "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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "761a342b-ccbf-44e6-9c36-8cbffbd9dc24",
+   "metadata": {},
+   "source": [
+    "### 3.3 Messaging und mehrere Server-Instanzen\n",
+    "\n",
+    "Eine gewöhnliche REST API prozessiert die eingehenden Anfragen seriell. In Abschnitt 3.x haben \n",
+    "wir bereits asynchrone Abfragen kennengelernt. Allerdings erreichen auch diese ihr Limit bei sehr\n",
+    "vielen Anfragen bzw. sehr datenintensiven Transfers. Eine Möglichkeit, solche Datenservices zu \n",
+    "skalieren besteht darin, die Entgegennahme der Anfragen von ihrer Bearbeitung zu trennen und dann\n",
+    "mehrere Instanzen des eigentlichen Datenservers aufzusetzen. Der Webservice, den der User zu sehen\n",
+    "bekommt, übernimmt dann lediglich eine Umsetzung der Anfragen in eine Warteschlange von Nachrichten,\n",
+    "die dann asynchron an die nächste freie Datenserver-Instanz gesendet werden.\n",
+    "\n",
+    "![grafik.png](attachment:cee91b15-0e8d-4c39-ad44-ece70750892e.png)\n",
+    "\n",
+    "_Quelle: https://learn.microsoft.com/en-us/azure/architecture/patterns/competing-consumers_\n",
+    "\n",
+    "Man kann u.U. sogar die einzelnen Datenserver dynamisch hoch- oder runterfahren, je nach aktueller\n",
+    "Auslastung. _--> siehe Container und Service-Orchestrierung_ So etwas wird immer bedeutender, auch um \n",
+    "Energie zu sparen.\n",
+    "\n",
+    "Wichtig ist bei diesem Pattern, dass alle Anfragen __idempotent__ sind, d.h. dass nachfolgende Abfragen\n",
+    "nicht auf den Ergebnissen früherer Abfragen basieren. Möchte man z.B. gleitende Mittelwerte aus \n",
+    "Modelldateien berechnen, dann benötigt man jeweils einige Zeitschritte vor und nach dem eigentlichen\n",
+    "Zeitraum, der prozessiert werden soll. Bei der klassischen, sequentiellen Bearbeitung kann man jeweils\n",
+    "ein paar Zeitschritte zwischenspeichern und macht dann einfach weiter. Im asynchronen Umfeld müssen \n",
+    "diese zusätzlichen Zeitschritte jeweils neu geladen werden, da man sich nicht auf die Reihenfolge der\n",
+    "Prozessierung verlassen kann.\n"
+   ]
+  },
+  {
+   "attachments": {
+    "51af7cf4-ff41-4d39-8126-87e582be0af8.png": {
+     "image/png": "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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "1575bc17-2a54-408b-a984-9b827df8de42",
+   "metadata": {},
+   "source": [
+    "### 3.4 Sharding\n",
+    "\n",
+    "Beim sharding werdn ebenfalls verteilte Instanzen eines (Datenbank) Servers aufgesetzt. Allerdings wird hier der Datenraum nach festgelegten Regeln auf die einzelnen Server verteilt. Von außen betrachtet sieht das dann aus wie eine einzige riesige Datenbank.\n",
+    "\n",
+    "Es gibt verschiedene Strategien, wie die Daten aufgeteilt werden können. Neben einfach zu überblickenden Konzepten (wie z.B. ein shard pro Kalenderjahr) empfiehlt sich insbesondere eine Aufteilung über __key hashes__. Dies verhindert, dass einzelne shards sehr viel Last bekommen, während andere unterbeschäftigt bleiben.\n",
+    "\n",
+    "![grafik.png](attachment:51af7cf4-ff41-4d39-8126-87e582be0af8.png)\n",
+    "\n",
+    "_Quelle: https://learn.microsoft.com/en-us/azure/architecture/patterns/sharding_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "142b232f-5922-434e-bd47-edb67af8cb78",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
-- 
GitLab