Slide 1
Slide 1 text
ChatGPT in SlackでAI Slackbotを楽しく運用する
2023-09-14
みんなのPython勉強会#97
https://startpython.connpass.com/event/294703/
ENECHANGE株式会社 CTO室
インフラエンジニア兼SRE 岩本隆史 (iwamot)
Slide 2
Slide 2 text
ChatGPT in Slackとは
Slide 3
Slide 3 text
OSSのAI Slackbotアプリ
https://github.com/seratch/ChatGPT-in-Slack
Slide 4
Slide 4 text
Slackの瀬良さんが個人で開発
https://www.linkedin.com/in/seratch/
Slide 5
Slide 5 text
もちろんPythonで実装
https://github.com/seratch/ChatGPT-in-Slack
Slide 6
Slide 6 text
いろんな環境で実行可能
Slide 7
Slide 7 text
ローカル環境・Amazon EC2等
# Create an app-level token with connections:write scope
export SLACK_APP_TOKEN=xapp-1-...
# Install the app into your workspace to grab this token
export SLACK_BOT_TOKEN=xoxb-...
# Visit https://platform.openai.com/account/api-keys for this token
export OPENAI_API_KEY=sk-...
(snip)
python -m venv .venv
source .venv/bin/activate
pip install -r requirements.txt
python main.py
https://github.com/seratch/ChatGPT-in-Slack/blob/main/README.md
Slide 8
Slide 8 text
Amazon ECS on AWS Fargate等 (Docker)
FROM python:3.11.4-slim-buster as builder
COPY requirements.txt /build/
WORKDIR /build/
RUN pip install -U pip && pip install -r requirements.txt
FROM python:3.11.4-slim-buster as app
WORKDIR /app/
COPY *.py /app/
RUN mkdir /app/app/
COPY app/*.py /app/app/
COPY --from=builder /usr/local/bin/ /usr/local/bin/
COPY --from=builder /usr/local/lib/ /usr/local/lib/
ENTRYPOINT python main.py
https://github.com/seratch/ChatGPT-in-Slack/blob/main/Dockerfile
Slide 9
Slide 9 text
AWS Lambda + Amazon API Gateway
(Serverless Framework)
frameworkVersion: '3'
service: slack-chat-gpt-bot
provider:
name: aws
runtime: python3.9
region: us-east-1
...
https://github.com/seratch/ChatGPT-in-Slack/blob/main/serverless.yml
Slide 10
Slide 10 text
おすすめ記事
ChatGPTとSlack上で会話するアプリを10分で構築しよう（前編：ローカル環境）
https://qiita.com/rubita/items/f143f199e20b0310980a
ChatGPTとSlack上で会話するアプリを10分で構築しよう（後編：AWS Lambda）
https://qiita.com/rubita/items/f8d08552f98cc3b25a1a
Slide 11
Slide 11 text
ぼくの提案で追加された機能
Slide 12
Slide 12 text
Azure OpenAIの利用
# To use Azure OpenAI, set the following optional environment variables according to your environment
# default: None
export OPENAI_API_TYPE=azure
# default: https://api.openai.com/v1
export OPENAI_API_BASE=https://YOUR_RESOURCE_NAME.openai.azure.com
# default: None
export OPENAI_API_VERSION=2023-05-15
# default: None
export OPENAI_DEPLOYMENT_ID=YOUR-DEPLOYMENT-ID
https://github.com/seratch/ChatGPT-in-Slack/blob/main/README.md
Slide 13
Slide 13 text
Function Calling（実験的機能）
# Experimental: You can try out the Function Calling feature (default: None)
export OPENAI_FUNCTION_CALL_MODULE_NAME=tests.function_call_example
https://github.com/seratch/ChatGPT-in-Slack/blob/main/README.md
Slide 14
Slide 14 text
Function Callingの利用例
Slide 15
Slide 15 text
DALL·E 2を使った画像作成
Slide 16
Slide 16 text
qrcodeライブラリを使ったQRコード作成
Slide 17
Slide 17 text
Amazon Pollyを使った音声読み上げ
Slide 18
Slide 18 text
まとめ
Slide 19
Slide 19 text
運用も開発も楽しいので是非お試しを！
https://github.com/seratch/ChatGPT-in-Slack