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#####
#
# GitHub Actions will deploy your app to Cloud Run in Google Cloud Platform (GCP) when you push to master or main branch.
#
# 1. Set up your GCP project and Cloud Run service account
# 2. Ensure your service account has permissions to push images to Artifact Registry and deploy to Cloud Run.
# 3. Create a key.json file for the service account and add it to your GitHub repo as a secret. (In this example, the secret name is GCP_DEPLOYER_KEY)
# 4. Enable the Cloud Run API and Artifact Registry API in your GCP project
# 5. Add this file as .github/workflows/deployer.yml
# 6. Add a Dockerfile to your repo to build your app

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# The following is an example of a command to clone an development(ex-app-development) as an production(ex-app-production).
kubectl get deployment ex-app-development -o json \
  | jq '.metadata.name = "ex-app-production"' \
  | kubectl apply -f - 

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from langchain.llms import OpenAI
from langchain import OpenAI, SQLDatabase, SQLDatabaseChain
from langchain.prompts.prompt import PromptTemplate
import os

def chat_with_mysql_database(prompt: str):
    """
    Args:
        prompt (str): Question to ask e.g. "Generate an SQL query to retrieve all users"
    Returns:

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import random
import string

def generate_random_string():
  selects = random.sample(string.ascii_uppercase, 3) + random.sample(
      string.digits, 3) + random.sample(string.ascii_lowercase, 3)
  random.shuffle(selects)
  unique_code = ''.join(selects)
  print(unique_code)
  return unique_code

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name: Remove old versions of Google App Engine

#####
# 
# Add this file to .github/workflows/delete-old-gae.yml then GitHub Actions will remove old versions of Google App Engine.
# 
#####

on:
  workflow_dispatch:

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name: Deployer

#####
# 
# Add this file to .github/workflows/google_app_engine_deployer.yml, then GitHub Actions will detect any updates on master/main branch and deploy changes. 
# This example uses Node.js 18. You can choose any language you like.
# The build command is also `npm run build', change it as you like.
# 
# 1. Set up service account for deployment and create key.json and set it to env variable
# 2. Create your app.yaml if you never deploy the app to GAE

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import os
from uuid import uuid4

##### Memorize function for performance ###################
#################################################################

def get_id_tuple(f, args, kwargs, mark=object()):
    l = [id(f)]
    for arg in args:
        l.append(id(arg))