From 4860d02aff21b31236b40569099c62686c396d3e Mon Sep 17 00:00:00 2001
From: Martin Schultz <m.schultz@fz-juelich.de>
Date: Sun, 13 Nov 2022 12:24:50 +0100
Subject: [PATCH] Further work on MapReduce and various corrections

---
 ...terns-f\303\274r-grosse-Datenmengen.ipynb" | 142 ++++++++++++++----
 1 file changed, 112 insertions(+), 30 deletions(-)

diff --git "a/de/01-Design-patterns-f\303\274r-grosse-Datenmengen.ipynb" "b/de/01-Design-patterns-f\303\274r-grosse-Datenmengen.ipynb"
index 8ad98b8..3267042 100644
--- "a/de/01-Design-patterns-f\303\274r-grosse-Datenmengen.ipynb"
+++ "b/de/01-Design-patterns-f\303\274r-grosse-Datenmengen.ipynb"
@@ -14,6 +14,9 @@
   },
   {
    "attachments": {
+    "0e033fc4-51d5-44cf-9a5a-86a4e10c6eb4.png": {
+     "image/png": 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"
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"
     },
@@ -29,11 +32,19 @@
     "\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",
+    "Zum Ursprung des Wortes Design Pattern, siehe z.B. https://www.architecture.com/knowledge-and-resources/knowledge-landing-page/pattern-books-creating-the-georgian-ideal\n",
+    "\n",
+    "### 1.1 Daten-Architekturen\n",
+    "\n",
+    "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",
+    "Das hierarchische Datensystem am JSC:\n",
+    "\n",
+    "![grafik.png](attachment:0e033fc4-51d5-44cf-9a5a-86a4e10c6eb4.png)\n",
+    "\n",
+    "Verteilte, cloud-basierte Systeme:\n",
     "\n",
     "Beispiel:\n",
     "![grafik.png](attachment:61573f5c-a3b6-438c-87a0-f54d8f397973.png)\n",
@@ -48,6 +59,51 @@
     "* Zwischenspeicherung von Ergebnissen (Sicherung vor Ausfall, leichtere/schnellere Wiederverwendbarkeit)\n"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "43e1d3bd-e9b7-43cb-a9fb-cec345ba0a26",
+   "metadata": {},
+   "source": [
+    "### 1.2 Datenstrukturen, Datenmodelle und Zugriffsmuster\n",
+    "\n",
+    "Bevor wir uns den Design Patterns für Datenzugriffe zuwenden, empfiehlt es sich, ein gewisses Verständnis der üblichen Datenstrukturen und der damit verbundenen Datenmodelle zu erarbeiten und auch die typischen Zugriffsmuster für die verschiedenen Datentypen kennenzulernen.\n",
+    "\n",
+    "Aus Zeitgründen gibt es diesen Teil zunächst nur als Stichpunktliste:\n",
+    "\n",
+    "Datenstrukturen:\n",
+    "* unstrukturierte Daten\n",
+    "* Punktwolken\n",
+    "* Serien und Reihen, inkl. Audiodaten\n",
+    "* Baumstrukturen\n",
+    "* Relationale Tabellen\n",
+    "* Graphen\n",
+    "* Gitterdaten\n",
+    "    * reguläre Gitter\n",
+    "    * irreguläre Gitter\n",
+    "* Bilder und Videos\n",
+    "\n",
+    "Datenmodelle:\n",
+    "* CSV\n",
+    "* XML Tree\n",
+    "* NetCDF/HDF\n",
+    "* DICOM\n",
+    "* Bild- und Videoformate\n",
+    "etc.\n",
+    "\n",
+    "Diskussionspunkte zu Datenmodellen: \n",
+    "* Datenstruktur\n",
+    "* Zusammenhang zwischen Daten und Metadaten\n",
+    "* Parallelisierbarkeit und Skalierbarkeit\n",
+    "\n",
+    "Zugriffsmuster:\n",
+    "* seriell / parallel\n",
+    "* sequentiell / random access\n",
+    "* als Ganzes / blockweise / gepuffert / ausschnittsweise\n",
+    "* WORM (write once read multiple) etc.\n",
+    "* periodisch bzw. (häufig) wiederkehrend / episodisch / burst \n",
+    "* ETL / streaming\n"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "6cdedf41-b175-4a6c-b805-13e81902754b",
@@ -77,7 +133,7 @@
     "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",
+    "lesbarer, modularer und besser wartbar wird. Performance-Optimierung sollte man 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",
@@ -100,9 +156,9 @@
     "\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",
+    "Beim __Chunking__ (= Stückeln) liest man die Daten blockweise ein, verarbeitet sie und gibt sie wieder aus. Die Verarbeitung kann entweder seriell oder parallel erfolgen (s.a. Abschnitt 3.5 zu Hadoop und MapReduce). \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"
+    "__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 abgelegt werden sollen (zu Caching, siehe Abschnitt 3.2).\n"
    ]
   },
   {
@@ -129,14 +185,6 @@
     "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": {
@@ -154,7 +202,7 @@
     "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",
+    "Indextabellen selbst erstellen (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",
@@ -232,6 +280,16 @@
     "netCDF oder HDF5 wechseln. "
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "a9c70979-53d7-4f20-adf2-fd863a3ee92a",
+   "metadata": {},
+   "source": [
+    "### 2.4 Memory Mapping\n",
+    "\n",
+    "Um auf Daten in besonders großen Dateien flexibel zugreifen zu können (random access) bietet sich u.U. __memory mapping__ an. Dabei wird ein Teil der großen Datei in den Hauptspeicher abgebildet; für die Nutzer:innen 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)."
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "0ecf8add-47f6-498f-8943-bd1a4aa0852c",
@@ -250,7 +308,9 @@
     "* 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"
+    "Asynchrone Abfragen ermöglichen es, mehrere Abfragen parallel auszuführen, ohne jeweils auf Fertigstellung einzelner Abfragen warten zu müssen. \n",
+    "\n",
+    "Das folgende Programmbeispiel realisiert eine asynchrone Abfrage an die TOAR-Datenbank am JSC. Man kann diverse Zeitserien-IDs in dem Feld ```series```angeben und diese Zeitserien werden dann quasi-parallel asynchron heruntergeladen.\n"
    ]
   },
   {
@@ -332,7 +392,7 @@
     "\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."
+    "In diesem Schema 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."
    ]
   },
   {
@@ -348,17 +408,19 @@
     "### 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",
+    "zur weiteren Verarbeitung oder Analyse an die Nutzerin 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",
+    "Wenn man davon ausgehen kann, dass viele Nutzerinnen 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",
+    "Solch ein \"explizites Caching\" ist von automatischem Caching zu unterscheiden, das z.B. in der CPU oder durch das Betriebssystem auf dem Dateisystem stattfindet.\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",
@@ -369,7 +431,7 @@
     "_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",
+    "häufig nachgefragt werden oder besonders aufwendig zu berechnen sind. Und dann spielt bei 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."
@@ -387,12 +449,12 @@
    "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",
+    "Eine gewöhnliche REST API prozessiert die eingehenden Anfragen seriell. In Abschnitt 3.1 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",
+    "mehrere Instanzen des eigentlichen Datenservers aufzusetzen. Der Webservice, den die Nutzer:innen zu sehen\n",
+    "bekommen, 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",
@@ -424,7 +486,7 @@
    "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",
+    "Beim sharding werden ebenfalls verteilte Instanzen eines (Datenbank) Servers aufgesetzt. Allerdings wird hier der Datenraum nach festgelegten Regeln auf die einzelnen Server verteilt. Beim Zugriff erscheint das dann 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",
@@ -443,11 +505,13 @@
    "id": "b7de3976-13f8-4433-b9e9-65d944c31603",
    "metadata": {},
    "source": [
-    "## 4. Ausblick\n",
+    "### 3.5 Hadoop und MapReduce\n",
     "\n",
-    "In den letzten Jahren wurden mehrere Plattformen entwickelt, mit denen eine verteilte, skalierbare Analyse großer Datenmengen ermöglicht wird. Ein Beispiel ist [Apache Hadoop](https://hadoop.apache.org/docs/stable/hadoop-project-dist/). Der [Wikipedia-Eintrag](https://de.wikipedia.org/wiki/Apache_Hadoop) dazu fasst es gut zusammen:\n",
+    "In den letzten Jahren wurden mehrere Plattformen entwickelt, mit denen eine verteilte, skalierbare Analyse großer Datenmengen ermöglicht wird. Ein Beispiel ist [Apache Hadoop](https://hadoop.apache.org/docs/stable/hadoop-project-dist/). \n",
     "\n",
-    "\"Apache Hadoop ist ein freies, in Java geschriebenes Framework für skalierbare, verteilt arbeitende Software. Es basiert auf dem MapReduce-Algorithmus von Google Inc. sowie auf Vorschlägen des Google-Dateisystems und ermöglicht es, intensive Rechenprozesse mit großen Datenmengen (Big Data, Petabyte-Bereich) auf Computerclustern durchzuführen. Hadoop wurde vom Lucene-Erfinder Doug Cutting initiiert und 2006 erstmals veröffentlicht.\\[1\\] Am 23. Januar 2008 wurde es zum Top-Level-Projekt der Apache Software Foundation. Nutzer sind unter anderem Facebook, a9.com, AOL, Baidu, IBM, ImageShack und Yahoo.\\[2\\]\"\n",
+    "\"Hadoop ist ein [java-basiertes] Open-source Framework, das es ermöglicht große Datenmengen in einer verteilten Umgebung auf mehreren Clustern zu speichern und prozessieren. Dabei werden einfache Programmiermodelle verwendet. Hadoop skaliert von Einzelsystemen bis zu Systemen mit mehreren tausend Maschinen, die jeweils [gewöhnliche Hardware für] Computing und Storage beinhalten.\" \n",
+    "\n",
+    "_Quelle: https://www.tutorialspoint.com/hadoop/index.htm, übersetzt von M. Schultz_\n",
     "\n",
     "Die wichtigsten Elemente von Hadoop umfassen:\n",
     "* das Hadoop Distributed File System (HDFS)\n",
@@ -464,13 +528,31 @@
     "\n",
     "Hadoop baut auf der Prämisse auf, dass in einem großen, verteilten System immer irgend etwas nicht funktioniert. Daher gibt es diverse Sicherheitsmechanismen, um Ausfälle zu vermeiden bzw. schnell reparieren zu können. Beispielsweise werden die Datenblöcke redundant gespeichert.\n",
     "\n",
-    "Das __MapReduce__ framework erlaubt es, mit relativ einfachen Befehlen prallele Datenprozessierung von TByte-scale Datensätzen auf einem verteilten System mit bis zu mehreren Tausend Knoten auszuführen. Vom Konzept her werden Inputdaten in Chunks aufgeteilt (siehe oben), die dann parallel berechnet werden können (\"mapping\"). Die Ergebnisse dieser Rechnungen werden anschließend im \"Reduce\" Schritt zusammengeführt.\n",
+    "Das __MapReduce__ framework erlaubt es, mit relativ einfachen Befehlen prallele Datenprozessierung von TByte-scale Datensätzen auf einem verteilten System mit bis zu mehreren Tausend Knoten auszuführen. Vom Konzept her werden Inputdaten in Chunks aufgeteilt (siehe oben), die dann parallel berechnet werden können (\"mapping\"). Die Ergebnisse dieser Rechnungen werden anschließend im \"Reduce\" Schritt zusammengeführt. Dabei werden __key, value__ Paare benutzt.\n",
     "\n",
-    "MapReduce beinhaltet einen Workflow-Manager, der die Ausführung der einzelnen Tasks aufsetzt und überwacht sowie abgebrochene Jobs erneut startet. Hadoop ist damit vor allem für Batch-Anwendungen ausgelegt. Die Berechnungen werden möglichst dort ausgeführt, wo die Daten liegen, so dass unnötige Datentransfers vermieden werden.\n",
+    "und an die reduce-Funktion übergeben Der/die Nutzer:in schreibt eine __map__ Funktion, dieaus einem Input Key-Value-Paar ein Output Key-Value-Paar mit einem intermediären Schlüssel (= key) erzeugt. Ferner erstellt er/sie eine __reduce__ Funktion, welche alle Daten mit demselben Schlüssel zusammenführt (= merge). Typischerweise erzeugt eine reduce-Operation genau einen oder keinen Outputwert. Die MapReduce Bibliothek sorgt dafür, dass alle Key-Value-Paare mit demselben Schlüssel zusammengeführt werden.\n",
     "\n",
-    "Die Resourcenverwaltung obliegt __YARN__, das aus einem __ResourceManager__ für das Gesamtsystem, jeweils einem __NodeManager__ pro Cluster-Knoten und jeweils einem __MRAppMaster__ pro Anwendung besteht. Jede MapReduce Anwendung wird durch eine Konfigursation beschrieben, die zumindest die Input- und Outputdaten spezifiziert und die auszuführenden __map__ und __reduce__ Kommandos.\n",
+    "Hier ein Beispiel für eine map und eien reduce Funktion zum Zählen von Wörtern in eine rgroßen Menge an text-Dokumenten aus dem Original-Artikel:\n",
     "\n",
-    "\n"
+    "```Java\n",
+    "map(String key, String value):\n",
+    "  // key: document name\n",
+    "  // value: document contents\n",
+    "  for each word w in value:\n",
+    "    EmitIntermediate(w, \"1\");\n",
+    "\n",
+    "reduce(String key, Iterator values):\n",
+    "  // key: a word\n",
+    "  // values: a list of counts\n",
+    "  int result = 0;\n",
+    "  for each v in values:\n",
+    "    result += ParseInt(v);\n",
+    "  Emit(AsString(result));\n",
+    "```\n",
+    "\n",
+    "_Originalpaper: Jeffrey Dean Sanjay Ghemawat (2004): MapReduce: Simplified Data Processing on Large Clusters, OSDI'04: Sixth Symposium on Operating System Design and Implementation, San Francisco, CA (2004), pp. 137-150._\n",
+    "\n",
+    "Die Resourcenverwaltung obliegt __YARN__, das aus einem __ResourceManager__ für das Gesamtsystem, jeweils einem __NodeManager__ pro Cluster-Knoten und jeweils einem __MRAppMaster__ pro Anwendung besteht. Jede MapReduce Anwendung wird durch eine Konfigursation beschrieben, die zumindest die Input- und Outputdaten spezifiziert und die auszuführenden __map__ und __reduce__ Kommandos. YARN übernimmt das Scheduling, überwacht die Ausführung der einzelnen Tasks und startet abgebrochene Jobs erneut falls nötig. Hadoop ist damit vor allem für Batch-Anwendungen ausgelegt. Die Berechnungen werden möglichst dort ausgeführt, wo die Daten liegen, so dass unnötige Datentransfers vermieden werden.\n"
    ]
   },
   {
-- 
GitLab