From 40f9979ac50fb9e895520779ad168fdcc7880cda Mon Sep 17 00:00:00 2001
From: Silas Dohm <silas@sdohm.xyz>
Date: Sat, 31 Jul 2021 14:57:10 +0200
Subject: [PATCH] added a few labels, started CNN DOC

---
 .../3_2_Datenauslagerung_Generator.tex        |   2 +-
 Dokumentation/3_umsetzung.tex                 |   1 +
 Dokumentation/silas/daten_analyse.tex         |   2 +-
 Dokumentation/silas/gensim.tex                |   2 +-
 Dokumentation/silas/w2vCNN.tex                |  67 ++++++++++++++++++
 Dokumentation/w2v.pdf                         | Bin 397907 -> 403477 bytes
 6 files changed, 71 insertions(+), 3 deletions(-)
 create mode 100644 Dokumentation/silas/w2vCNN.tex

diff --git a/Dokumentation/3_2_Datenauslagerung_Generator.tex b/Dokumentation/3_2_Datenauslagerung_Generator.tex
index 6acb6fd..b71c793 100644
--- a/Dokumentation/3_2_Datenauslagerung_Generator.tex
+++ b/Dokumentation/3_2_Datenauslagerung_Generator.tex
@@ -18,7 +18,7 @@ Dies könnte mit 8GB RAM etwas knapp werden, jedoch stellt es bei 16GB gar kein
 Das Problem ist recht deutlich. Viele Personen hätten auf ihrem privaten PC vermutlich nicht einmal genug Festplattenspeicher für diese Datenmenge, geschweige denn Arbeitsspeicher. \\
 Die Daten müssen bei der CNN-Methode also nur stückweise in den Arbeitsspeicher geladen werden, dann wird mit diesen trainiert und anschließend werden sie wieder aus dem Arbeitsspeicher gelöscht um Platz für die nächsten Daten zu machen. Dabei gibt es wieder verschiedene Ansätze.
 
-\subsubsection{Erster Generator}
+\subsubsection{Erster Generator}\label{subsubsec:simpleGen}
 %Erster Ansatz, sehr lange validierungszeit
 Ein möglicher Ansatz ist die rohen Daten nur schrittweise einzulesen und diese dann erst dem word2vec model zu übergeben um daraus einen Vektor zu machen. Dafür wird eine Funktion geschrieben, welche dann der fit Methode des eigentlichen machine learning models als Datensatz-parameter übergeben wird. Dabei wird in der Funktion die batchsize berücksichtigt, sodass stets die gewünschte Menge an Daten gleichzeitig in das model geladen werden.
 \begin{lstlisting}
diff --git a/Dokumentation/3_umsetzung.tex b/Dokumentation/3_umsetzung.tex
index 5992407..a4cc990 100644
--- a/Dokumentation/3_umsetzung.tex
+++ b/Dokumentation/3_umsetzung.tex
@@ -9,3 +9,4 @@
 
 \input{silas/gensim.tex}
 \input{silas/w2vMean.tex}
+\input{silas/w2vCNN.tex}
diff --git a/Dokumentation/silas/daten_analyse.tex b/Dokumentation/silas/daten_analyse.tex
index 95793a6..58a68c9 100644
--- a/Dokumentation/silas/daten_analyse.tex
+++ b/Dokumentation/silas/daten_analyse.tex
@@ -72,7 +72,7 @@ print (nr_of_reviews))
 
 Das Programm liefert \lstinline{8021122} zurück.
 
-\subsubsection{Reviewlänge}
+\subsubsection{Reviewlänge}\label{subsubsec:reviewlength}
 \begin{lstlisting}[inputencoding=latin1,caption={Programm zur ermittlung der Reviewlänge},label={list:rev_len}]
 import json
 import numpy as np
diff --git a/Dokumentation/silas/gensim.tex b/Dokumentation/silas/gensim.tex
index 176b7cf..d29b753 100644
--- a/Dokumentation/silas/gensim.tex
+++ b/Dokumentation/silas/gensim.tex
@@ -1,4 +1,4 @@
-\subsection{Word2Vec mit Gensim}
+\subsection{Word2Vec mit Gensim}\label{subsection:gensim}
 Für das Trainieren des Word2Vec-Modells
 wird in dieser Arbeit die Open-Source-Library Gensim verwendet.
 
diff --git a/Dokumentation/silas/w2vCNN.tex b/Dokumentation/silas/w2vCNN.tex
new file mode 100644
index 0000000..2ee4f1b
--- /dev/null
+++ b/Dokumentation/silas/w2vCNN.tex
@@ -0,0 +1,67 @@
+\subsection{Word2Vec-CNN-Modell}
+Ein convolutional neural network, kurz CNN, ist in der Lage, 
+lokale Muster in einer Sequenz zu erlernen und diese später 
+wiederzuerkennen, auch wenn diese an einer anderen Stelle auftreten. 
+
+In diesem Modell wird eine Reihe an Wortvektoren an das CNN übergeben, das Extrahieren der Merkmale wird somit Teil des Optimierungsproblems.
+\subsubsection{Implementierung}
+Aufgrund des sehr hohen Speicherbedarfs wird der im Kapitel \ref{subsubsec:simpleGen} geschriebene Generator 
+verwendet. 
+
+Hierfür muss jedoch zunächst die Funktion \lstinline{getSentenceVectorCNN} implementiert werden.
+
+\begin{lstlisting}[caption={Datentransformation},label={list:getSentenceVector}]
+import numpy as np
+from gensim import utils
+from w2v_yelp_model import getWordVecMode
+
+model_path = "full_yelp_w2v_model"
+modelW2V = getWordVecModel(model_path)
+
+def getSentenceVectorCNN(sentence):
+    split = utils.simple_preprocess(sentence)
+    wordVecs = np.zeros((72,100))
+    i=0
+    for word in split:
+        if i == 72: break
+        try:
+            wordVecs[i] = modelW2V.wv[word]
+            i += 1
+        except:
+            pass
+    if np.all(wordVecs[5:]==0):
+        raise Exception('not enough words found in w2v model')
+    return wordVecs
+\end{lstlisting}
+
+Zuerst wird in Zeile 5 die im Listing \ref{list:gw2v} geschriebene Funktion 
+\lstinline{getWordVecMode}  aufgerufen, um das Word2Vec-Modell erhalten.
+
+Die Funktion \lstinline{getSentenceVectorCNN} in Zeile 7 nimmt eine Rezension entgegen und 
+transformiert diese in eine für das CNN verarbeitbare Form. 
+\wip{genauer erklären?}
+
+Dafür wird die Rezension in Zeile 8 tokenisiert, sodass in der variable 
+\lstinline{split} eine Liste der durch die  Funktion \lstinline{utils.simple_preprocess} 
+vorverarbeiteten Wörter gespeichert ist.
+
+Danach wird in Zeile 9 das Numpy-Array wordVecs mit Nullen initialisiert.
+Dieses Numpy-Array speichert die ersten 72 Wortvektoren der Rezension, 
+die Zahl 72 wurde aufgrund des im Kapitel \ref{subsubsec:reviewlength} berechneten 
+Median der Reviewlänge gewählt. 
+
+Die for-Schleife in Zeile 11 durchläuft alle Wörter der Liste split und fügt diese, 
+falls sie im word2Vec-Modell vertreten sind, in das \lstinline{wordVecs} Array ein.
+
+Sind mehr als 72 Wörter in der Liste \lstinline{Split} wird die Schleife abgebrochen, 
+wenn das Array vollständig gefüllt ist. 
+
+Sollten sich weniger als 72 Wörter in der Liste befinden, 
+so ist das Array bereits mit Nullen initialisiert.
+
+Dies kann als \noteable{Truncating} und \noteable{Padding} bezeichnet werden und 
+ist notwendig, 
+da das CNN eine feste Dimension der Eingangsdaten benötigt. 
+
+Anschließend wird in Zeile 18 geprüft, ob weniger als 5 Wortvektoren in dem Array 
+stehen, ist dies der Fall, wird eine Exception geworfen. 
\ No newline at end of file
diff --git a/Dokumentation/w2v.pdf b/Dokumentation/w2v.pdf
index 49198f7d152fbe02b4872b5d23ae8ef097f367d3..394f259854660006eb8a7432d0e392f1404cb5ab 100644
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