ImageMonkey

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ImageMonkey is a free, public open source dataset. With all the great machine learning frameworks available it's pretty easy to train pre-trained Machine Learning models with your own image dataset. However, in order to do so you need a lot of images. And that's usually the point where it get's tricky. You either have to create the training images yourself or scrape them together from various datasources. ImageMonkey aims to solve this problem, by providing a platform where users can drop their photos, tag them with a label, and put them into public domain.

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Getting started

There are basically two ways to set up your own ImageMonkey instance. You can either set up everything by hand, which gives you the flexibility to choose your own linux distribution, monitoring tools and scrips or you could use our Dockerfile to spin up a new ImageMonkey instance within just a few minutes.

Docker

Run ImageMonkey inside Docker

The docker image is for development only - do NOT use it in production!

Manual Setup

The following section contains some notes on how to set up your own instance to host ImageMonkey yourself. This should only give you an idea how you could configure your system. Of course you are totally free in choosing a different linux distribution, tools and scripts. If you are only interested in how to compile ImageMonkey, then you can jump directly to the Build Application section

Info: Some commands are distribution (Debian 10) specific and may not work on your system.

Base System Configuration

• create a new user imagemonkey with adduser imagemonkey
• disable root login via ssh by changing the PermitRootLogin line in /etc/ssh/sshd_config to PermitRootLogin no)
• block all ports except port 22, 443 and 80 (on eth0) with:

#!bash

iptables -P INPUT DROP && iptables -A INPUT -i eth0 -p tcp --dport 22 -j ACCEPT
iptables -A INPUT -i eth0 -p tcp --dport 443 -j ACCEPT
iptables -A INPUT -i eth0 -p tcp --dport 80 -j ACCEPT

• allow all established connections with:

#!bash

iptables -A INPUT  -m state --state ESTABLISHED,RELATED -j ACCEPT
iptables -A OUTPUT -m state --state ESTABLISHED,RELATED -j ACCEPT

• allow all loopback access with:

#!bash
iptables -A INPUT -i lo -j ACCEPT
iptables -A OUTPUT -o lo -j ACCEPT

• install iptables-persistent to load firewall rules at startup
• save firewall rules with: iptables-save > /etc/iptables/rules.v4
• verify that rules are loaded with iptables -L

Database

• install PostgreSQL
• edit /etc/postgresql/9.6/main/postgresql.conf and set listen_addresses = 'localhost'
• restart PostgreSQL service with service postgresql restart to apply changes
• create database by applying schema /env/postgres/schema.sql with psql -f schema.sql
• create new postgres user monkey by executing the following in psql:

CREATE USER monkey WITH PASSWORD 'your_password';

\connect imagemonkey 
GRANT ALL PRIVILEGES ON DATABASE imagemonkey to monkey;
GRANT ALL PRIVILEGES ON ALL TABLES IN SCHEMA public TO monkey;
GRANT ALL PRIVILEGES ON ALL SEQUENCES IN SCHEMA public TO monkey;
GRANT USAGE ON SCHEMA blog TO monkey;

• test if newly created user works with: psql -d imagemonkey -U monkey -h 127.0.0.1

• populate labels with go run populate_labels.go common.go web_secrets.go

• add donation image provider with insert into image_provider(name) values('donation');

• build temporal_table extension, as described here: https://github.com/arkhipov/temporal_tables

• connect to imagemonkey database and execute CREATE EXTENSION temporal_tables;

• connect to imagemonkey database and execute CREATE EXTENSION uuid-ossp;

• connect to imagemonkey database and execute CREATE EXTENSION postgis;

• apply defaults.sql

• apply indexesl.sql

• apply sql functions from env/functions directory

• apply sql stored procedures from env/stored_procs directory

Redis

• install redis with apt-get install redis-server
• make sure that redis only listens on localhost
• change redis.conf and set maxmemory (e.g: 500mb) and set maxmemory-policy to allkeys-lru

Install Bimg

Windows:

• install MSYS2
• open MSYS2 terminal and install zlib and pkgconfig via pacman
• download vipslib v8.6.5 from https://github.com/libvips/libvips/releases
• set PKG_CONFIG_PATH environment variable to the folder where vips.pc resides. e.q: PKG_CONFIG_PATH=/c/Users/Bernhard/Downloads/vips-dev-w64-all-8.6.5/vips-dev-8.6/lib/pkgconfig
• build bimg with: /c/Go/bin/go get -u gopkg.in/h2non/bimg.v1

Linux:

• see https://github.com/h2non/bimg

Install Gocv

• see https://github.com/hybridgroup/gocv

Webserver & SSL

• install nginx with apt-get install nginx
• install nginx-extras with apt-get install nginx-extras
• install letsencrypt certbot with apt-get install certbot
• add a A-Record DNS entry which points to the IP address of your instance
• run certbot certonly to obtain a certificate for your registered domain
• modify conf/nginx/nginx.conf and replace imagemonkey.io and api.imagemonkey.io with your own domain names, copy it to /etc/nginx/nginx.conf and reload nginx with service nginx reload

Build Application

Minimal required Go version: v1.11.10

• install git with apt-get install git
• install golang with apt-get install golang
• clone repository
• set GOPATH with export GOPATH=$HOME/go
• set GOBIN with export GOBIN=$HOME/bin
• install all dependencies with go get -d ./...
• install API application with go install api.go api_secrets.go common.go imagedb.go
• install API application with go install web.go web_secrets.go common.go imagedb.go

Miscellaneous

• copy wordlists/en/misc.txt to /home/imagemonkey/wordlists/en/misc.txt
• create donation directories with:

mkdir -p /home/imagemonkey/donations
mkdir -p /home/imagemonkey/unverified_donations

Watchdog

• install supervisor with apt-get install supervisor
• add imagemonkey user to supervisor group with adduser imagemonkey supervisor
• create logging directories with mkdir -p /var/log/imagemonkey-api, mkdir -p /var/log/imagemonkey-web mkdir -p /var/log/imagemonkey-statworker, mkdir -p /var/log/imagemonkey-bot, mkdir -p /var/log/imagemonkey-blog-subscription-worker, mkdir -p /var/log/imagemonkey-data-processor, mkdir -p /var/log/imagemonkey-labelsdownloader, mkdir -p /var/log/imagemonkey-trending-labels-worker
• copy conf/supervisor/imagemonkey-api.conf to /etc/supervisor/conf.d/imagemonkey-api.conf
• copy conf/supervisor/imagemonkey-web.conf to /etc/supervisor/conf.d/imagemonkey-web.conf
• copy conf/supervisor/imagemonkey-statworker.conf to /etc/supervisor/conf.d/imagemonkey-statworker.conf
• copy conf/supervisor/imagemonkey-blog-subscription-worker.conf to /etc/supervisor/conf.d/imagemonkey-blog-subscription-worker.conf
• copy conf/supervisor/imagemonkey-bot.conf to /etc/supervisor/conf.d/imagemonkey-bot.conf
• copy conf/supervisor/imagemonkey-labels-downloader.conf to /etc/supervisor/conf.d/imagemonkey-labels-downloader.conf
• copy conf/supervisor/imagemonkey-trending-labels-worker.conf to /etc/supervisor/conf.d/imagemonkey-trending-labels-worker.conf
• add EnvironmentFile=/etc/environment to the service section of the systemctl supervisor config file (see https://stackoverflow.com/questions/47083582/supervisor-not-using-etc-environment)
• run systemctl daemon-reload and systemctl restart supervisor
• run supervisorctl reread && supervisorctl update && supervisorctl restart all

Datasync

on imagemonkey-playground instance

• install rsync with apt-get install rsync
• create a new user backupuser with adduser backupuser (use a strong password)
• change to user backupuser with su backupuser and create a new SSH key with ssh-keygen -t ed25519 -a 100
• copy SSH public key to imagemonkey instance with: ssh-copy-id -i ~/.ssh/your_generated_id.pub backupuser@imagemonkey-host
• give backupuser permissions to write to /home/playground/donations with: chgrp backupuser /home/playground/donations && chmod g+rwx /home/playground/donations
• add a new cronjob for the user backupuser with: crontab -u backupuser -e and add the following line (runs rsync every 15min):

*/15 * * * * rsync -a [email protected]:/home/imagemonkey/donations/ /home/playground/donations/