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+#!/bin/bash
+# Author: Charles Bock
+# Email: Charles@CharlesBock.com
+# Date: 2024-02-27
+# Tested on a bare install of Ubuntu 22.04.3 LTS
+
+set -e
+
+# Color Stuff
+BGreen='\033[1;32m'
+NC='\033[0m'
+
+greentext () {
+   echo -e "\n${BGreen}### $1 ${NC}\n"
+}
+
+# Build tesseract
+# Upstream Docs: https://tesseract-ocr.github.io/tessdoc/Compiling-%E2%80%93-GitInstallation#installing-with-autoconf-tools
+greentext "Installing Deps and Creating File Structure"
+
+# Dont polute the directory
+mkdir -p ./tess
+cd tess
+pwd
+
+# Get Deps
+sudo apt-get install libicu-dev libpango1.0-dev libcairo2-dev
+sudo apt-get install automake ca-certificates g++ git libtool libleptonica-dev make pkg-config
+sudo apt-get install libpango1.0-dev libleptonica-dev
+
+greentext "Cloning Tesseract"
+
+git clone https://github.com/tesseract-ocr/tesseract.git 2> /dev/null || (cd tesseract ; git pull; cd ..)
+
+# Build the training tools
+# Upstream Docs: https://tesseract-ocr.github.io/tessdoc/Compiling-%E2%80%93-GitInstallation#build-with-training-tools
+greentext "Building Tesseract WITH Training Tools - This can take a long time"
+
+sudo apt-get install libicu-dev
+sudo apt-get install libpango1.0-dev
+sudo apt-get install libcairo2-dev
+
+cd tesseract
+
+./autogen.sh
+./configure
+make
+sudo make install
+sudo ldconfig
+make training
+sudo make training-install
+
+greentext "Finished Building Teseract and Training Tools"
+
+cd ..
+pwd
+
+# Install and configure tesstrain
+# Upstream Docs: https://github.com/tesseract-ocr/tesstrain?tab=readme-ov-file#choose-model-name
+
+greentext "Pulling the required ENG traineddata from github"
+wget https://github.com/tesseract-ocr/tessdata/raw/main/eng.traineddata
+sudo mv eng.traineddata /usr/local/share/tessdata
+
+greentext "Cloning Tesstrain"
+git clone https://github.com/tesseract-ocr/tesstrain.git 2> /dev/null || (cd tesstrain ; git pull; cd ..)
+cd tesstrain
+pwd
+
+greentext "Generating Tesstrain Langdata"
+make tesseract-langdata
+
+greentext "Creating and populating tesstrain ground truth Directory Structure"
+mkdir -p ./data/noita-ground-truth
+
+# Copy our example data in
+cp -ar ../../truth/example_truth/* ./data/noita-ground-truth
+
+greentext "Running Example Training - This can take some time"
+# Run training against our example data
+make training MODEL_NAME=noita
+
+if test -f ./data/noita.traineddata; then
+  greentext "Example Model was trained successfully"
+  greentext "Setup is complete and tested"
+  greentext "You are now ready for Training"
+
+  exit 0
+fi
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