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real_libby

 3 years ago
source link: https://github.com/libbymiller/real_libby/blob/master/README.md
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real_libby

Scripts and code to make a slack bot that's almost, but not quite entirely unlike Libby.

This code is a couple of hours' work and therefore adapts others' code and may in places be shit. All the shit parts are mine. It uses python for the ML parts, node for the slackbot and ruby and bash for scripting.

see https://planb.nicecupoftea.org/2019/07/20/real_libby-a-gpt-2-based-slackbot/ for more detail.

For a Pi 4

Burn a 16GB+ SD card using Etcher

then, on a laptop

touch /Volumes/boot/ssh
nano /Volumes/boot/wpa_supplicant.conf

set wifi contents

country=GB
ctrl_interface=DIR=/var/run/wpa_supplicant GROUP=netdev
update_config=1

network={
   ssid="foo"
   psk="bar"
}

Boot up the pi and log in.

Use virtualenv

virtualenv -p python3 env
cd env/
source bin/activate

Download the gpt-2 model

Not actually sure if this is needed if you've built your own model, but anyway

git clone https://github.com/nshepperd/gpt-2.git
git checkout finetuning
cd gpt-2/
git checkout finetuning
pip3 install -r requirements.txt 
python3 src/download_model.py 117M

Add the fine-tuned model

'libby' is the name of my pre-built fine-tuned model - see the blog post or https://github.com/nshepperd/gpt-2/blob/finetuning/README.md for more detail on how

mv ~/libby models/
mv ~/real_libby_server.py src/
pip3 install flask
pip3 install numpy
sudo apt-get install libatlas-base-dev
curl -O https://www.piwheels.org/simple/tensorflow/tensorflow-1.13.1-cp37-none-linux_armv7l.whl
pip3 install tensorflow-1.13.1-cp37-none-linux_armv7l.whl
python3 src/real_libby_server.py

Add the slackbot

sudo apt-get install npm
npm install
SLACK_API_TOKEN="xxx" node real_libby_slackbot.js

real_libby_multi_slackbot.js is a special version for when there are several bots and you want them to communicate.

Add systemd scripts

sudo cp systemd/*.service /lib/systemd/system/
sudo systemctl enable /lib/systemd/system/real_libby_server.service
sudo systemctl start real_libby_server.service
systemctl enable /lib/systemd/system/real_libby_slack.service
sudo systemctl start real_libby_slack.service

Running more than one

BOT_NAME="real_tim" SLACK_API_TOKEN="xxxx" /usr/bin/node slackbots/real_libby_multi_slackbot.js

with a config file (see example)


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