GenericSuite App Creation and Configuration guide

This documentation shows how to create the App frontend/backend configurations and data structures.

Creating the App

Every App should have a frontend and a backend parts.

The frontend is the element the user interacts with, the visible part. Can be a website made with React.JS or a mobile App made by Flutter or React Native.

The backend is the API interacts with the Database and other elements invisible for the use. Can be made in Python or GoLang.

In the GenericSuite context there's a third element, the "Configuration directory".

Configuration directory

Here's where the App configuration lives. The suggested structure is:

src/configs
├── CHANGELOG.md
├── README.md
├── backend
│   ├── app_main_menu.json
│   ├── endpoints.json
│   ├── general_config.json
│   ├── users.json
│   └── users_config.json
└── frontend
    ├── app_constants.json
    ├── general_config.json
    ├── general_constants.json
    ├── users.json
    ├── users_config.json
    └── users_profile.json

Frontend directory

Configurations used by both the frontend App and the backend API.

• app_constants.json
  
  App specific constants. These constants should be copied to the target App directory to change the specific values for e.g. BILLING_PLANS, email address in ERROR_MESSAGES, APP_EMAILS and APP_VALID_URLS (check includesAppValidLinks() and dangerouslySetInnerHTML).
  
  

• general_constants.json
  
  App general constants, mostly for <select/> pull downs. E.g. TRUE_FALSE, YES_NO, LANGUAGES.
  
  

• general_config.json
  
  App general Configuration Parameters editor definitions.
  All the parameters in the backend Config() class that can be read from environment variables can be dynamically overwritten by the Configuration Parameters.
  This is used for the frontend Admin > Configuration Parameters menu option.
  
  

• users.json
  
  Users' CRUD editor and table definitions. This is used for the frontend Admin > Users menu option.
  
  

• users_config.json
  
  Users' specific configuration parameters CRUD editor and table definitions.
  This is used for the Configuration parameters in frontend's Admin > Users menu option.
  
  

• users_profile.json
  
  Users' profile configuration. This is used for the frontend Hamburger Menu > Profile menu option.

Backend directory

Configurations only visible in the backend API.

This is mostly for options the menu structure and security that we don't want to be available in the frontend.

• app_main_menu.json
  
  Menu structure and security configurations.
  
  

• endpoints.json
  
  Endpoints definition and configuration.
  
  

• general_config.json
  
  App general Configuration Parameters editor definitions.
  
  

• users.json
  
  Users editor definitions.
  
  

• users_config.json
  
  Users' specific configuration parameters editor definitions.
  These configuration parameters overwrite the general Configuration Parameters, by user.

Share JSON files between the development repositories

To share the JSON files between the frontend and backend development repositories, a separate repository can be created and linked to both repos with a Git Sub-Module:

Create a repository for only the JSON files

Create the JSON files git repository in your favorite Git Platform (Github, Gitlab, Bitbucket).

Once created, open a Terminal window and change to your repositories' root directory.

Then clone the repos:

E.g. for the configs repo called exampleapp_configs created in Github:

git clone https://github.com/tomkat-cr/exampleapp_configs.git

Create this directory structure

.
├── CHANGELOG.md
├── README.md
├── backend
└── frontend

Define git submodule parameters

• Define the GIT_SUBMODULE_LOCAL_PATH and GIT_SUBMODULE_URL parametes in the frontend .env file.

• Define the GIT_SUBMODULE_LOCAL_PATH and GIT_SUBMODULE_URL parametes in the backend .env file.

• In the frontend directory run this to initialize the Git submodule:

make add_submodules

• In the backend directory, run this to initialize the Git submodule:

make add_submodules

• In the backend directory, run this to copy the basic JSON configuration files:

make init_submodules

• Commit and push the changes to make it availlable for the frontend:

# FastAPI
cd app/config_dbdef
# Flask
# cd flaskr/config_dbdef
# Chalice
# cd lib/config_dbdef

git commit -m "Initial JSON config files"

git push

App frontend

Follow the instructions to create the App's frontend in ReactJS here.

If the App will include AI features, click here.

Create the starting code

In the src directory:

• index.jsx (example)
  App starting point.

import React from 'react';
import { createRoot } from 'react-dom/client';
import { HashRouter } from 'react-router-dom';

import { App } from './components/App/App';

const root = createRoot(document.getElementById('root'));

root.render(
  <React.StrictMode>
    <HashRouter>
      <App/>
    </HashRouter>
  </React.StrictMode>
);

• input.css (example)
  General CSS and Tailwind configuration.

@tailwind base;
@tailwind components;
@tailwind utilities;

• d.ts (example)
  To allow the JSON files import.

declare module "*.json"

Create initial components

• Create the src/components directory.

• Create the src/components/About, src/components/App, src/components/HomePage directories:

• Create the src/constants directory.

• About/About.jsx component (example).
  

In the About pop-up will be your App description :

import React from 'react'
import * as gs from "genericsuite";
const GsAboutBody = gs.AboutBody;
export const AboutBody = () => {
    return (
        <GsAboutBody>
            <p>
                ExampeApp is an application to ...
            </p>
        </GsAboutBody>
    )
}

• App/App.jsx component (example).
  

Configure the App logo (e.g. app_logo_circle.svg) and the main menu components (e.g. ExampleMainElement and ExampleChildElement).

import React from 'react';
import * as gs from "genericsuite";

import { HomePage } from '../HomePage/HomePage.jsx';
import { AboutBody } from '../About/About.jsx';

import { ExampleMainElement } from '../ExampleMenu/ExampleMainElement.jsx';
import { ExampleChildElement } from '../ExampleMenu/ExampleChildElement.jsx';

const componentMap = {
    "AboutBody": AboutBody,
    "HomePage": HomePage,
    "ExampleMainElement": ExampleMainElement,
    "ExampleChildElement": ExampleChildElement,
};

export const App = () => {
    return (
        <gs.App
            appLogo="app_logo_circle.svg"
            componentMap={componentMap}
        />
    );
}

• HomePage/HomePage.jsx component (example).
  

Define the Home Page content.

import React, { useState, useEffect } from 'react';
import * as gs from "genericsuite";
const authenticationService = gs.authenticationService.authenticationService;
export const HomePage = () => {
    // Get the current logged user data
    const [currentUser, setCurrentUser] = useState(authenticationService.currentUserValue);
    useEffect(() => {
        const subscription = authenticationService.currentUser.subscribe(
            x => setCurrentUser(x)
        );
        return () => subscription.unsubscribe();
    }, []);
    return (
        <gs.HomePage>
            <h1>Hi {currentUser.firstName}!</h1>
            <OtherComponents ... />
        </gs.HomePage>
    );
}

Define specific App constants

• src/configs/frontend/app_constants.json (example)

{
    "BILLING_PLANS": {
        "free": "Free",
        "basic": "Basic",
        "premium": "Premium"
    },
    "GENDERS": {
        "m": "Male",
        "f": "Female",
        "nb": "Non-binary",
        "o": "Other"
    },
    "ERROR_MESSAGES": {
        "ACCOUNT_INACTIVE": "User account inactive [L5]. To activate your account, please contact support@exampleapp.com"
    },
    "APP_EMAILS": {
        "SUPPORT_EMAIL": "support@exampleapp.com",
        "INFO_EMAIL": "info@exampleapp.com"
    },
    "APP_VALID_URLS": {
        "APP_DOMAIN": "exampleapp.com",
        "APP_WEBSITE": "https://www.exampleapp.com"
    }
}

NOTE: replace exampleapp.com, info@exampleapp.com and support@exampleapp.com with your App domains and emails.

• src/constants/app_constants.jsx (example)

import constants from "../configs/frontend/app_constants.json";
import * as gs from "genericsuite";

const buildConstant = gs.jsonUtilities.buildConstant;

export const GENDERS = buildConstant(constants.GENDERS);
export const BILLING_PLANS = buildConstant(constants.BILLING_PLANS);
export const ERROR_MESSAGES = constants.ERROR_MESSAGES;
export const APP_EMAILS = constants.APP_EMAILS;
export const APP_VALID_URLS = constants.APP_VALID_URLS;

Define CRUD editors

Now we are going the define two components: ExampleMainElement which is the main component accesible from the main menu and will allow to perform the CRUD operations (create,read, update, delete) over an example_table.

The ExampleMainElement will have a child componen ExampleChildElement with a 1-to-many relationship and it will be stored in the same example_table as an array element.

• Create these directories:

src/components/ExampleMenu
src/images
src/configs
src/configs/backend
src/configs/frontend

• In the src/components/ExampleMenu directory, create these files:

src/components/ExampleMenu/ExampleMainElement.jsx
src/components/ExampleMenu/ExampleChildElement.jsx

• In the src/configs directory, create these files:

src/configs/backend/example_main_element.json
src/configs/backend/example_child_element.json
src/configs/frontend/example_main_element.json
src/configs/frontend/example_child_element.json

You will have a directory/files structure like this:

.
└── src
    ├── components
    │   ├── ExampleMenu
    │   │   ├── ExampleMainElement.jsx
    │   │   └── ExampleChildElement.jsx
    ├── configs
    │   ├── backend
    │   │   ├── example_main_element.json
    │   │   └── example_child_element.json
    │   └── frontend
    │       ├── example_main_element.json
    │       └── example_child_element.json
    └── images
        └── app_logo_circle.svg

• src/components/ExampleMenu/ExampleMainElement.jsx file:
  Will have the main component that allows CRUD operations over the example_table.
  

import React from 'react';

import * as gs from "genericsuite";
import exampleMainElementConfig from "../../configs/frontend/example_main_element.json";
import {
    GENDERS,
    BILLING_PLANS
} from '../../constants/app_constants.jsx';

import {
    ExampleChildElement,
} from './ExampleChildElement.jsx';

const GenericCrudEditor = gs.genericEditorRfcService.GenericCrudEditor;
const GetFormData = gs.genericEditorRfcService.GetFormData;

// To show debug data in the Browser's developer tools console
const console_debug_log = gs.loggingService.console_debug_log;

export function ExampleMainElement_EditorData() {
    console_debug_log("ExampleMainElement_EditorData");
    const registry = {
        "ExampleMainElement": ExampleMainElement, 
        "ExampleChildElement": ExampleChildElement,
        "GENDERS": GENDERS,
        "BILLING_PLANS": BILLING_PLANS,
    }
    return GetFormData(exampleMainElementConfig, registry, 'ExampleMainElement_EditorData');
}

export const ExampleMainElement = () => (
    <GenericCrudEditor editorConfig={ExampleMainElement_EditorData()} />
)

• src/configs/frontend/example_main_element.json file:
  Will have the main component configuration for both backend and frontend.
  

{
    "baseUrl": "example_table",
    "title": "Example Main Element",
    "name": "Dish",
    "component": "ExampleMainElement",
    "dbApiUrl": "example_table_endpoint",
    "mandatoryFilters": {
        "user_id": "{CurrentUserId}",
        "type": "D"
    },
    "fieldElements": [
        {
            "name": "id",
            "required": true,
            "label": "ID",
            "type": "_id",
            "readonly": true,
            "hidden": true
        },
        {
            "name": "user_id",
            "required": true,
            "label": "User ID",
            "type": "text",
            "readonly": true,
            "hidden": true
        },
        {
            "name": "gender",
            "required": true,
            "label": "Gender",
            "type": "select",
            "select_elements": "GENDERS",
            "readonly": true,
            "hidden": false,
            "default_value": "m"
        },
        {
            "name": "name",
            "required": true,
            "label": "Name",
            "type": "text",
            "readonly": false,
            "listing": true
        },
        {
            "name": "billing_plan",
            "required": true,
            "label": "Billing Plan",
            "type": "select",
            "select_elements": "BILLING_PLANS",
            "readonly": false,
            "listing": true,
            "default_value": "free"
        },
        {
            "name": "creation_date",
            "required": true,
            "label": "Created",
            "type": "datetime-local",
            "readonly": true,
            "hidden": false,
            "default_value": "current_timestamp",
            "listing": true
        },
        {
            "name": "update_date",
            "required": true,
            "label": "Last update",
            "type": "datetime-local",
            "readonly": true,
            "hidden": false,
            "default_value": "current_timestamp",
            "listing": false
        }
    ],
    "childComponents": [
        "ExampleChildElement"
    ]
}

• src/configs/backend/example_main_element.json file:
  Will have the main component backend configuration.
  creation_pk_name define the attribute name used to verify duplicates in creation. In this case, it won't allow repeated name.
  additional_query_params allows to have a secondary key queries.
  
  

{
    "table_name": "example_table",
    "notes": "Example table main table",
    "creation_pk_name": "name",
    "additional_query_params": [
        "name"
    ]
}

• src/components/ExampleMenu/ExampleChildElement.jsx file:
  Will have the child component that allows CRUD operations over the child_array attribute in the example_table.
  

import React from 'react';

import * as gs from "genericsuite";
import exampleChildElementConfig from "../../configs/frontend/example_child_element.json";

const TRUE_FALSE = gs.generalConstants.TRUE_FALSE;

const GenericCrudEditor = gs.genericEditorRfcService.GenericCrudEditor;
const GetFormData = gs.genericEditorRfcService.GetFormData;

export function ExampleChildElement_EditorData() {
    const registry = {
        "ExampleChildElement": ExampleChildElement, 
        "TRUE_FALSE": TRUE_FALSE,
    }
    return GetFormData(exampleChildElementConfig, registry, false);
}

export const ExampleChildElement = ({parentData, handleFormPageActions}) => (
    <GenericCrudEditor
        editorConfig={ExampleChildElement_EditorData()}
        parentData={parentData}
        handleFormPageActions={handleFormPageActions}
    />
)

• src/configs/frontend/example_child_element.json file:
  Will have the child component configuration for both backend and frontend.
  

{
    "baseUrl": "example_table_child",
    "title": "Example Child Elements",
    "name": "Example Child Element",
    "dbApiUrl": "example_table_child_endpoint",
    "component": "ExampleChildElement",
    "type": "child_listing",
    "subType": "array",
    "array_name": "child_array",
    "parentUrl": "example_table",
    "parentKeyNames": [
        {
            "parameterName": "child_id",
            "parentElementName": "id"
        }
    ],
    "primaryKeyName": "id",
    "allow_duplicates": true,
    "fieldElements": [
        {
            "name": "id",
            "required": false,
            "label": "ID",
            "type": "text",
            "readonly": true,
            "hidden": true,
            "listing": false,
            "uuid_generator": true
        },
        {
            "name": "float_value",
            "required": true,
            "label": "Float Value",
            "type": "number",
            "readonly": false,
            "listing": true
        },
        {
            "name": "yes_no",
            "required": true,
            "label": "Yes or No",
            "type": "select",
            "select_elements": "TRUE_FALSE",
            "readonly": false,
            "listing": true,
            "default_value": "1"
        },
        {
            "name": "quantity",
            "required": true,
            "label": "Qty.",
            "type": "number",
            "min": "0",
            "max": "9999",
            "readonly": false,
            "listing": true
        },
        {
            "name": "float_by_quantity",
            "label": "Total",
            "type": "number",
            "readonly": true,
            "listing": true,
            "formula": "( parseFloat(document.getElementsByName('yes_no')[0].value) == '0' ? 0 : ( parseFloat(document.getElementsByName('float_value')[01].value * parseFloat(document.getElementsByName('quantity')[0].value ).toFixed(2) )"
        }
    ]
}

• src/configs/backend/example_child_element.json file:
  Will have the child component backend configuration.
  

{
    "table_name": "example_table",
    "notes": "Example table array attribute with 1-to-many relationship in the same table",
}

Create images

• Create the src/images directory and copy the App images there.

• To reference the images, use the image name in a <img src="..." /> tag. Check an example here. E.g.

import React from 'react';
import * as gs from "genericsuite";
const imageDirectory = gs.generalConstants.imageDirectory;
const exampleButton = () => {
   return (
      <>
         <img src={imageDirectory + "eample_button.svg"}
            alt="Example Button"
            className={"text-white fill-white"}
         />
      </>
   );
}

IMPORTANT: all images will be copied to the build/static/media directory during the local development run and qa/staging/prod deployment.

There are some pre-loaded images used by the GenericSuite library. Check here for more details.

Define menu options for the CRUD editors

• src/configs/backend/app_main_menu.json file (example):

[
    {
        "title": "Home",
        "location": "top_menu",
        "type": "nav_link",
        "path": "/",
        "element": "HomePage",
        "hard_prefix": false,
        "reload": true
    },
    {
        "title": "Admin Menu",
        "location": "top_menu",
        "type": "nav_dropdown",
        "sec_group": "admin",
        "sub_menu_options": [
            {
                "type": "editor",
                "sec_group": "admin",
                "title": "Users",
                "element": "Users_EditorData"
            },
            {
                "type": "editor",
                "sec_group": "admin",
                "title": "General Config",
                "element": "GeneralConfig_EditorData"
            }
        ]
    },
    {
        "title": "Example Menu",
        "location": "top_menu",
        "type": "nav_dropdown",
        "sec_group": "users",
        "sub_menu_options": [
            {
                "type": "editor",
                "sec_group": "users",
                "title": "Example Main Element",
                "element": "ExampleMainElement_EditorData"
            }
        ]
    },
    {
        "title": "Hamburger Menu",
        "location": "hamburger",
        "sub_menu_options": [
            {
                "title": "Profile",
                "path": "/profile",
                "element": "UserProfileEditor"
            },
            {
                "title": "Preferences",
                "path": "#preferences",
                "element": "PreferencesEditor"
            },
            {
                "title": "About",
                "on_click": "|js|window.open(window.location.origin + '/#/about_body?menu=0', 'AppAboutPopUp','height=600,width=400')"
            },
            {
                "title": "Logout",
                "path": "/login",
                "on_click": "logout"
            }
        ]
    },
    {
        "title": "Other Routes",
        "sub_menu_options": [
            {
                "title": "Absolut Home",
                "path": "/",
                "element": "HomePage",
                "get_prefix": false
            },
            {
                "title": "About body",
                "path": "/about_body",
                "element": "AboutBody",
                "get_prefix": false
            }
        ]
    }
]

Define API endpoints CRUD editors

• src/configs/backend/endpoints.json file (example)

[
    {
        "name": "general_config",
        "url_prefix": "general_config",
        "routes": [
            {
                "endpoint": "/",
                "methods": ["GET", "POST", "PUT", "DELETE"],
                "handler_type": "GenericEndpointHelper",
                "view_func": "lib.util.generic_endpoint_builder.generic_route_handler",
                "params": {
                    "json_file": "general_config"
                }
            }
        ]
    },
    {
        "name": "example_table_endpoint",
        "url_prefix": "example_table_endpoint",
        "routes": [
            {
                "endpoint": "/",
                "methods": ["GET", "POST", "PUT", "DELETE"],
                "handler_type": "GenericEndpointHelper",
                "view_func": "lib.util.generic_endpoint_builder.generic_route_handler",
                "params": {
                    "json_file": "example_table"
                }
            }
        ]
    },
    {
        "name": "example_table_child_endpoint",
        "url_prefix": "example_table_child_endpoint",
        "routes": [
            {
                "endpoint": "/",
                "methods": ["GET", "POST", "PUT", "DELETE"],
                "handler_type": "GenericEndpointHelper",
                "view_func": "lib.util.generic_endpoint_builder.generic_route_handler",
                "params": {
                    "json_file": "example_table_child"
                }
            }
        ]
    }
]

App backend

Follow the instructions to create the App's backend in Python here.
If the App will include AI features, click here

Create the API starting code

For a Chalice project:

1. app.py in the project's root directory.

"""
Exampleapp main
"""
from genericsuite.chalicelib.util.create_app import create_app

from lib.config.config import Config

# exampleapp specific endpoint definition
# from chalicelib.endpoints import exampleapp_specific_endpoint

# Only for API Apps using GenericSuite AI backend version
# https://github.com/tomkat-cr/genericsuite-be-ai
# from chalicelib.endpoints import ai_fynbot as ai_chatbot_endpoint

settings = Config()
app = create_app(app_name=f'{settings.APP_NAME.lower()}-backend',
    settings=settings)

# Register application specific endpoints
# app.register_blueprint(food_moments.bp, url_prefix='/exampleapp_specific_endpoint')

# Register AI endpoints
# app.register_blueprint(ai_chatbot_endpoint.bp, url_prefix='/ai')

1. lib/config/config.py

"""
General configuration module
"""
# C0103 | Disable "name doesn't conform to naming rules..." (snake_case)
# pylint: disable=C0103

from typing import Any

# For GenericSuite for backend project
from genericsuite_ai.config.config import Config as ConfigSuperClass
# For GenericSuite AI for backend project
# from genericsuite_ai.config.config import Config as ConfigSuperClass


class Config(ConfigSuperClass):
    """
    General configuration parameters read from environment variables
    """

    def __init__(self, app_context: Any = None) -> None:
        super().__init__(app_context)

        # Specific API credentials and other parameters
        # self.OTHER_API_KEY = self.get_env('OTHER_API_KEY', '')

AI elements

The AI elements are available in GenericSuite AI frontend version and GenericSuite AI backend version.

AI elements: the ChatBot menu option

To implement a ChaBot Assistant like ChatGPT in your App:

1. ChatBot menu option src/configs/backend/app_main_menu.json

    {
        "title": "ChatBot",
        "location": "top_menu",
        "type": "nav_link",
        "sec_group": "users",
        "path": "/chatbot",
        "element": "Chatbot"
    },

1. Frontend code App.jsx

import React from 'react';

import * as gsAi from "genericsuite-ai";

import { HomePage } from '../HomePage/HomePage.jsx';
import { AboutBody } from '../About/About.jsx';

const AppLogo = 'app_logo_square.svg';

const componentMap = {
    "AboutBody": AboutBody,
    "HomePage": HomePage,
};

const GsAiApp = gsAi.App;

export const App = () => {
    return (
        <GsAiApp
            appLogo={AppLogo}
            componentMap={componentMap}
        />
    );
}

1. Backend code app.py

"""
ExampleApp main
"""
from genericsuite.chalicelib.util.create_app import create_app

from lib.config.config import Config

from chalicelib.endpoints import ai_chatbot as ai_chatbot_endpoint

settings = Config()
app = create_app(app_name=f'{settings.APP_NAME.lower()}-backend',
    settings=settings)

# Register AI endpoints
app.register_blueprint(ai_chatbot_endpoint.bp, url_prefix='/ai')

1. API ChatBot endpoint chalicelib/endpoints/ai_chatbot.py

"""
AI Endpoints
"""
from typing import Optional

from genericsuite.util.framework_abs_layer import Response

from genericsuite.util.blueprint_one import BlueprintOne
from genericsuite.util.jwt import (
    request_authentication,
    AuthorizedRequest
)
from genericsuite_ai.lib.ai_chatbot_endpoint import (
    ai_chatbot_endpoint as ai_chatbot_endpoint_model,
    vision_image_analyzer_endpoint as vision_image_analyzer_endpoint_model,
    transcribe_audio_endpoint as transcribe_audio_endpoint_model,
)

from lib.models.ai_chatbot.ai_gpt_fn_index import (
    assign_example_app_gpt_functions
)

DEBUG = False
bp = BlueprintOne(__name__)


@bp.route(
    '/chatbot',
    methods=['POST'],
    authorizor=request_authentication(),
)
def ai_chatbot_endpoint(
    request: AuthorizedRequest,
    other_params: Optional[dict] = None
) -> Response:
    """
    This function is the endpoint for the AI chatbot.
    It takes in a request and other parameters,
    logs the request, retrieves the user data, and runs the
    conversation with the AI chatbot.
    It then returns the AI chatbot's response.

    :param request: The request from the user.
    :param other_params: Other parameters that may be needed.
    :return: The response from the AI chatbot.
    """
    return ai_chatbot_endpoint_model(
        request=request,
        other_params=other_params,
        additional_callable=assign_example_app_gpt_functions,
    )


@bp.route(
    '/image_to_text',
    methods=['POST'],
    authorizor=request_authentication(),
    content_types=['multipart/form-data']
)
def vision_image_analyzer_endpoint(
    request: AuthorizedRequest,
    other_params: Optional[dict] = None
) -> Response:
    """
    This endpoint receives an image file, saves it to a temporary directory
    with a uuid4 .jpg | .png filename, calls @vision_image_analyzer with
    the file path, and returns the result.

    :param request: The request containing the image file.
    :return: The text with the image analysis.
    """
    return vision_image_analyzer_endpoint_model(
        request=request,
        other_params=other_params,
        additional_callable=assign_example_app_gpt_functions,
    )


@bp.route(
    '/voice_to_text',
    methods=['POST'],
    authorizor=request_authentication(),
    content_types=['multipart/form-data']
)
def transcribe_audio_endpoint(
    request: AuthorizedRequest,
    other_params: Optional[dict] = None
) -> Response:
    """
    This endpoint receives an audio file, saves it to a temporary directory
    with a uuid4 .mp3 filename, calls @audio_to_text_transcript with
    the file path, and returns the result.

    :param request: The request containing the audio file.
    :return: The transcription result.
    """
    return transcribe_audio_endpoint_model(
        request=request,
        other_params=other_params,
        additional_callable=assign_example_app_gpt_functions,
    )

1. API ChatBot specific GPT functions/tools lib/models/ai_chatbot/ai_gpt_fn_example_app.py
   (only if the App has specific GPT functions)

"""
GPT functions: App specific
"""
# C0301: | Disable "line-too-long"
# pylint: disable=C0301
# W0718 | broad-exception-caught Catching too general exception Exception
# pylint: disable=W0718

from typing import Union, Any, List, Optional
import json
import re
from datetime import datetime
from uuid import uuid4

from langchain.agents import tool
from langchain.pydantic_v1 import BaseModel, Field
from langchain.schema import Document

from genericsuite.util.app_context import CommonAppContext
from genericsuite.util.app_logger import log_debug
from genericsuite.util.config_dbdef_helpers import get_json_def_both
from genericsuite.util.datetime_utilities import interpret_any_date
from genericsuite.util.utilities import (
    get_default_resultset,
    is_under_test,
)
from genericsuite.util.generic_db_middleware import (
    fetch_all_from_db,
    add_item_to_db,
    get_item_from_db,
    modify_item_in_db,
)
from genericsuite.constants.const_tables import get_constant

from genericsuite_ai.lib.ai_utilities import (
    standard_gpt_func_response,
    get_assistant_you_are,
)
from genericsuite_ai.lib.ai_sub_bots import ask_ai
from genericsuite_ai.lib.ai_langchain_tools import (
    interpret_tool_params,
)
from genericsuite_ai.lib.json_reader import (
    prepare_metadata,
    index_dict,
)

DEBUG = False
cac = CommonAppContext()

# Structures


class ExampleFuncElement(BaseModel):
    """
    example_element parameter structure class
    """
    name: str = Field(
        description="example_element name")
    #      .
    #      .
    observations: Optional[str] = Field(default="",
        description="example_element observations if any. Defaults to None")

# Funcions called by ChatGPT


@tool
def create_example_element(params: Any) -> str:
    """
Useful when you need to add a new example_element to the database.
Args: params (dict): Tool parameters. It must contain:
"name" (str): ingredient name.
    .
    .
"observations" (str): additional observations about the ingredient if any.
    """
    return create_example_element_func(params)


def create_example_element_func(params: Any) -> str:
    """
    Add a example_element to the database.
    """
    params = interpret_tool_params(tool_params=params, schema=ExampleFuncElement)

    name = params.name
    observations = params.observations

    new_item = {
        "user_id": cac.app_context.get_user_id(),
        "name": name,
        #      .
        #      .
        "observations": observations,
    }
    result = add_item_to_db(
        app_context=cac.app_context,
        json_file='example_element',
        data=new_item,
    )
    return standard_gpt_func_response(result, "example_element creation")
#      .
#      .
#      .

1. API ChatBot specific GPT function management lib/models/ai_chatbot/ai_gpt_fn_index.py
   (only if the App has specific GPT functions)

"""
ChatGPT functions management
"""
from genericsuite.util.app_logger import log_debug
from genericsuite.util.app_context import AppContext

from genericsuite_ai.lib.ai_gpt_functions import (
    get_functions_dict,
)

from lib.config.config import Config
from lib.models.ai_chatbot.ai_gpt_fn_fda import (
    cac as cac_fda,
    get_fda_food_query,
    get_fda_food_query_func,
)

from lib.models.ai_chatbot.ai_gpt_fn_example_app import (
    cac as cac_example_app,
    create_example_element,
    create_example_element_func,
)

DEBUG = False
EXTRA_DEBUG = False


def assign_example_app_gpt_functions(
    app_context: AppContext,
) -> None:
    """
    Assign specific example_app GPT functions
    """
    _ = DEBUG and log_debug('ASSIGN_EXAMPLE_APP_GPT_FUNCTIONS | Assigning example_app GPT functions')
    app_context.set_other_data('additional_function_dict', get_additional_functions_dict)
    app_context.set_other_data('additional_func_context', additional_gpt_func_appcontexts)
    app_context.set_other_data('additional_run_one_function', additional_run_one_function)
    app_context.set_other_data('additional_function_specs', get_additional_function_specs)


def get_additional_functions_dict(
    app_context: AppContext,
) -> dict:
    """
    Get the available ChatGPT functions and its callables (app-specific).

    Returns:
        dict: A dictionary containing the available ChatGPT functions
        and its callable.
    """
    _ = DEBUG and log_debug('GET_ADDITIONAL_FUNCTIONS_DICT | Assigning example_app GPT functions dict')
    settings = Config(app_context)
    is_lc = settings.AI_TECHNOLOGY == 'langchain'
    if is_lc:
        # Langchain Tools
        result = {
            "create_example_element": create_example_element,
        }
    else:
        # GPT Functions
        result = {
            "create_example_element": create_example_element_func,
        }
    if DEBUG and EXTRA_DEBUG:
        log_debug(f"example_app GET_FUNCTIONS_DICT | is_lc: {is_lc} result: {result}")
    return result


def additional_gpt_func_appcontexts(
    app_context: AppContext,
) -> list:
    """
    Assign the app_context to the ChatGPT functions.

    Args:
        app_context (AppContext): GPT Context
    """
    _ = DEBUG and \
        log_debug('ADDITIONAL_GPT_FUNC_APPCONTEXTS | Assigning' + \
        ' example_app additional GPT function AppContexts')
    available_func_context = [
        cac_example_app,
    ]
    return available_func_context


def additional_run_one_function(
    app_context: AppContext,
    function_name: str,
    function_args: dict,
) -> dict:
    """
    Execute a function based on the given function_name
    and function_args.

    Args:
        app_context (AppContext): GPT Context
        function_name (str): function name
        function_args (dict): function args

    Returns:
        The result of the function execution.
    """
    _ = DEBUG and log_debug('ADDITIONAL_RUN_ONE_FUNCTION | example_app-specific run_one_function')
    user_lang = app_context.get_user_data().get('language', 'auto')
    # question = app_context.get_other_data("question")["content"]
    available_functions = get_functions_dict(app_context)
    fuction_to_call = available_functions[function_name]
    function_response = None
    _ = DEBUG and \
        log_debug("AI_FA_ROF-1) run_one_function_from_chatgpt" +
                  f" | function_name: {function_name}" +
                  f" | function_args: {function_args}")

    if function_name == "create_example_element":
        function_response = fuction_to_call(
            params={
                "name": function_args.get("name"),
                #     .
                #     .
                "observations": function_args.get("observations"),
            }
        )
    elif function_name == "...":
        function_response = fuction_to_call(
            params={
                "...": function_args.get("..."),
            }
        )

    result = {
        "function_response": function_response,
        "function_name": function_name,
        "function_args": function_args,
    }
    _ = DEBUG and \
        log_debug('AI_FA_ROF-2) run_one_function_from_chatgpt' +
                  f' | result: {result}')
    return result


def get_additional_function_specs(
    app_context: AppContext,
) -> list:
    """
    Get the ChatGPT function specifications (parameters, documentation).

    Returns:
        list[dict]: A list of dictionaries containing the available
        ChatGPT functions.
    """
    _ = DEBUG and log_debug('GET_ADDITIONAL_FUNCTION_SPECS | example_app additional GPT function specs')
    _ = DEBUG and \
        log_debug("AI_FA_GFS-1) get_function_specs")
    result = [{
        "name": "create_example_element",
        "description": "Add a example_element",
        "parameters": {
            "type": "object",
            "properties": {
                "name": {
                    "type": "string",
                    "description": "The name of the" +
                    " example_element",
                },
                "observations": {
                    "type": "string",
                    "description": "Any observations about" +
                    " the example_element (value can be blank)",
                },
            },
            "required": [
                "name",
                "observations",
            ],
        },
    }, {
        "name": "...",
        "description": "...",
        "parameters": {
            "type": "object",
            "properties": {
                "...": {
                    "description": "...",
                    "type": "string",
                }
            }
        },
        "required": ["..."],
    }]

    return result

AI elements: the ChatBot button

To implement a Button that opens a ChaBot pop-up:

1. CRUD editor configuration src/configs/frontend/example_element.json

{
    "baseUrl": "example_element",
    "title": "Example Elements",
    "name": "Example element",
    "component": "ExampleElement",
    "dbApiUrl": "example_element",
    "mandatoryFilters": {
        "user_id": "{CurrentUserId}",
        "type": "I"
    },
    "defaultOrder": "name",
    "fieldElements": [
        {
            "name": "id",
            "required": true,
            "label": "ID",
            "type": "_id",
            "readonly": true,
            "hidden": true
        },
        {
            "name": "user_id",
            "required": true,
            "label": "User ID",
            "type": "text",
            "readonly": true,
            "hidden": true
        },
        {
            "name": "name",
            "required": true,
            "label": "Name",
            "type": "text",
            "readonly": false,
            "listing": true,
            "chatbot_popup": true,
            "aux_component": "ChatBotButton",
            "chatbot_prompt": "Give me all the information you have about %s. If you don't have it in your model, look for it with the web_search Tool.",
            "google_popup": true,
            "google_prompt": "information about %s"
        }
    ]
}

1. Frontend CRUD editor component src/components/UsersMenu/ExampleElement.jsx

import React from 'react';

import * as gs from "genericsuite";
import * as gsAi from "genericsuite-ai";

const GenericCrudEditor = gs.genericEditorRfcService.GenericCrudEditor;
const GetFormData = gs.genericEditorRfcService.GetFormData;

const ChatBotButton = gsAi.ChatBotButton;

export function ExampleElement_EditorData() {
    const registry = {
        "ExampleElement": ExampleElement, 
        "ChatBotButton": ChatBotButton,
    }
    return GetFormData(user_ingredients, registry, 'ExampleElement_EditorData');
}

export const ExampleElement = () => (
    <GenericCrudEditor editorConfig={ExampleElement_EditorData()} />
)

Create the MongoDB Database

You can crate a MongoDB database in MongoDB Atlas:

1. Go to mongodb.com/

2. Create an account here if you don't already have one, or login to your existing account.

3. Create a new Project.

4. Create a new Database / Deployment.

5. Assign a database user and password.

6. Copy or write down the user's password.

7. Click on the Connect button.

8. Click on the Drivers option.

9. In the 3. Add your connection string into your application code section, copy the connection string.

10. Replace <password> with the user's password copied in the previous steps. Ensure any option params are URL encoded (see documentation here).

11. Assign the connection string in the APP_DB_URI_QA, APP_DB_URI_STAGING, APP_DB_URI_PROD, and APP_DB_URI_DEMO .env variables.

Create the Super Admin User

To create the Administration User, run this:

# Run the backend API with the QA Database
make run_qa
# Or using the local Docker MongoDB
# make run

When prompted, select 1 for the http option.

Using Postman (or your favorite application to send API Request):

1. Create a new Request tab.

2. In the URL field, select POST and assign the URL http://127.0.0.1:5001/users/supad-create

3. Go to the Authorization tab.

4. Select Type: Basic Auth.

5. In the Username field, put the value assigned in the APP_SUPERADMIN_EMAIL .env variable.

6. In the Password field, put the value assigned in the APP_SECRET_KEY .env variable.

7. Send the Request.

8. If the response looks like the following JSON, the Super Admin user was created successfully:

{
  "error": false,
  "error_message": "",
  "resultset": { ... },
  "rows_affected": "1"
}

1. If the response looks like the following JSON, the credentials are wrng. Check that Username and Password field values must be equal to APP_SUPERADMIN_EMAIL and APP_SUPERADMIN_EMAIL .env variables:

{
  "body": "Could not verify [SAC2]",
    "status_code": 400,
    "headers": {
      "WWW.Authentication": "Basic realm: \"login required\""
    }
}

1. If the response looks like the following JSON, the Super Admin user was already created:

{
    "body": "User already exists [SAC4]",
    "status_code": 400,
    "headers": {
        "WWW.Authentication": "Basic realm: \"login required\""
    }
}

AWS App backend

This addendum is for App Backend using AWS Lambda Function, API Gateway, S3 buckets, DynamoDB and Chalice.

Define the Lambda function role

Go to the AWS Console > IAM > Roles and create the <exampleapp>-api_handler-role-<stage> for each stage:

{
    "Version": "2012-10-17",
    "Statement": [
        {
            "Action": [
                "logs:CreateLogGroup",
                "logs:CreateLogStream",
                "logs:PutLogEvents"
            ],
            "Resource": "arn:aws:logs:*:*:*",
            "Effect": "Allow"
        },
        {
            "Action": [
                "dynamodb:PutItem",
                "dynamodb:DeleteItem",
                "dynamodb:UpdateItem",
                "dynamodb:GetItem",
                "dynamodb:Scan",
                "dynamodb:Query"
            ],
            "Resource": [
                "arn:aws:dynamodb:*:*:table/users",
                "arn:aws:dynamodb:*:*:table/general_config"
            ],
            "Effect": "Allow"
        },
        {
            "Action": [
                "s3:PutObject",
                "s3:PutObjectAcl",
                "s3:GetObject",
                "s3:GetObjectAcl",
                "s3:DeleteObject"
            ],
            "Resource": [
                "arn:aws:s3:::*/*",
                "arn:aws:s3:::*",
                "arn:aws:s3:::example-chatbot-attachments-<stage>/*"
            ],
            "Effect": "Allow"
        }
    ]
}

Define Chalice config template

1. Create the .chalice directory in the project's root directory.

mkdir -p .chalice

1. Create the .chalice/config-example.json file.

{
  "version": "2.0",
  "app_name": "APP_NAME_LOWERCASE_placeholder-backend",
  "lambda_memory_size": 256,
  "environment_variables": {
    "APP_NAME": "APP_NAME_placeholder",
    "AI_ASSISTANT_NAME": "AI_ASSISTANT_NAME_placeholder",
    "APP_VERSION": "APP_VERSION_placeholder",
    "APP_SECRET_KEY": "APP_SECRET_KEY_placeholder",
    "APP_SUPERADMIN_EMAIL": "APP_SUPERADMIN_EMAIL_placeholder",
    "GIT_SUBMODULE_URL": "GIT_SUBMODULE_URL_placeholder",
    "GIT_SUBMODULE_LOCAL_PATH": "GIT_SUBMODULE_LOCAL_PATH_placeholder",
    "CURRENT_FRAMEWORK": "CURRENT_FRAMEWORK_placeholder",
    "DEFAULT_LANG": "DEFAULT_LANG_placeholder",
    "FDA_API_KEY": "FDA_API_KEY_placeholder",
    "OPENAI_API_KEY": "OPENAI_API_KEY_placeholder",
    "OPENAI_MODEL": "OPENAI_MODEL_placeholder",
    "OPENAI_TEMPERATURE": "OPENAI_TEMPERATURE_placeholder",
    "GOOGLE_API_KEY": "GOOGLE_API_KEY_placeholder",
    "GOOGLE_CSE_ID": "GOOGLE_CSE_ID_placeholder",
    "LANGCHAIN_API_KEY": "LANGCHAIN_API_KEY_placeholder",
    "LANGCHAIN_PROJECT": "GOOGLE_CSE_ID_placeholder",
    "HUGGINGFACE_API_KEY": "HUGGINGFACE_API_KEY_placeholder",
    "HUGGINGFACE_ENDPOINT_URL": "HUGGINGFACE_ENDPOINT_URL_placeholder",
    "SMTP_SERVER": "SMTP_SERVER_placeholder",
    "SMTP_PORT": "SMTP_PORT_placeholder",
    "SMTP_USER": "SMTP_USER_placeholder",
    "SMTP_PASSWORD": "SMTP_PASSWORD_placeholder",
    "SMTP_DEFAULT_SENDER": "SMTP_DEFAULT_SENDER_placeholder",
    "FLASK_APP": "FLASK_APP_placeholder"
  },
  "stages": {
    "dev": {
      "api_gateway_stage": "API_GATEWAY_STAGE_placeholder",
      "environment_variables": {
        "APP_DEBUG": "APP_DEBUG_placeholder",
        "APP_STAGE": "dev",
        "APP_DB_ENGINE": "APP_DB_ENGINE_DEV_placeholder",
        "APP_DB_NAME": "APP_DB_NAME_DEV_placeholder",
        "APP_DB_URI": "APP_DB_URI_DEV_placeholder",
        "APP_FRONTEND_AUDIENCE": "APP_FRONTEND_AUDIENCE_DEV_placeholder",
        "APP_CORS_ORIGIN": "APP_CORS_ORIGIN_DEV_placeholder",
        "AWS_S3_CHATBOT_ATTACHMENTS_BUCKET": "AWS_S3_CHATBOT_ATTACHMENTS_BUCKET_DEV_placeholder"
      }
    },
    "qa": {
      "api_gateway_stage": "API_GATEWAY_STAGE_placeholder",
      "autogen_policy": false,
      "iam_role_arn": "arn:aws:iam::071141316464:role/chalice-api-dev-api_handler",
      "manage_iam_role": false,
      "certificate_arn": "",
      "certificate_arn_key": "",
      "certificate_path": "./app.APP_NAME_LOWERCASE_placeholder.local.crt",
      "private_key_path": "./app.APP_NAME_LOWERCASE_placeholder.local.key",
      "environment_variables": {
        "PORT": "5001",
        "APP_DEBUG": "APP_DEBUG_placeholder",
        "APP_STAGE": "qa",
        "APP_DB_ENGINE": "APP_DB_ENGINE_QA_placeholder",
        "APP_DB_NAME": "APP_DB_NAME_QA_placeholder",
        "APP_DB_URI": "APP_DB_URI_QA_placeholder",
        "APP_FRONTEND_AUDIENCE": "APP_FRONTEND_AUDIENCE_QA_placeholder",
        "APP_CORS_ORIGIN": "APP_CORS_ORIGIN_QA_placeholder",
        "AWS_S3_CHATBOT_ATTACHMENTS_BUCKET": "AWS_S3_CHATBOT_ATTACHMENTS_BUCKET_QA_placeholder"
      }
    },
    "prod": {
      "api_gateway_stage": "API_GATEWAY_STAGE_placeholder",
      "environment_variables": {
        "APP_DEBUG": "0",
        "APP_STAGE": "prod",
        "APP_DB_ENGINE": "APP_DB_ENGINE_PROD_placeholder",
        "APP_DB_NAME": "APP_DB_NAME_PROD_placeholder",
        "APP_DB_URI": "APP_DB_URI_PROD_placeholder",
        "APP_FRONTEND_AUDIENCE": "APP_FRONTEND_AUDIENCE_PROD_placeholder",
        "APP_CORS_ORIGIN": "APP_CORS_ORIGIN_PROD_placeholder",
        "AWS_S3_CHATBOT_ATTACHMENTS_BUCKET": "AWS_S3_CHATBOT_ATTACHMENTS_BUCKET_PROD_placeholder"
      }
    }
  }
}

Define template for DynamoDB tables

If you plan to use DynamoDB as the database technoloy, you'll need to create the tables.

This is a initial dynamodb_cf_template.yaml example file to automate the process:

AWSTemplateFormatVersion: "2010-09-09"
Resources:
  UsersTable:
    Type: AWS::DynamoDB::Table
    Properties:
      TableName: users
      AttributeDefinitions:
        - AttributeName: "email"
          AttributeType: "S"
        # - AttributeName: "username"
        #   AttributeType: "S"
      KeySchema:
        - AttributeName: "email"
          KeyType: "HASH"
        # - AttributeName: "username"
        #   KeyType: "HASH"
      ProvisionedThroughput:
        ReadCapacityUnits: "5"
        WriteCapacityUnits: "5"

  GeneralConfigTable:
    Type: AWS::DynamoDB::Table
    Properties:
      TableName: general_config
      AttributeDefinitions:
        - AttributeName: "id"
          AttributeType: "S"
        # - AttributeName: "config_name"
        #   AttributeType: "S"
      KeySchema:
        - AttributeName: "id"
          KeyType: "HASH"
        # - AttributeName: "config_name"
        #   KeyType: "RANGE"
      ProvisionedThroughput:
        ReadCapacityUnits: "5"
        WriteCapacityUnits: "5"

Outputs:
  Users:
    Description: Users
    Value: !Ref "UsersTable"
  Sessions:
    Description: General Config
    Value: !Ref "GeneralConfigTable"

Define SAM template

1. scripts/aws_big_lambda/template-sam.yml

AWSTemplateFormatVersion: '2010-09-09'
Transform: AWS::Serverless-2016-10-31
Outputs:
  RestAPIId:
    Value:
      Ref: RestAPI
  APIHandlerName:
    Value:
      Ref: APIHandler
  APIHandlerArn:
    Value:
      Fn::GetAtt:
      - APIHandler
      - Arn
  EndpointURL:
    Value:
      Fn::Sub: https://${RestAPI}.execute-api.${AWS::Region}.${AWS::URLSuffix}/api/
Resources:
  LambdaExecutionRole:
    Type: AWS::IAM::Role
    Properties: 
      AssumeRolePolicyDocument: 
        Version: "2012-10-17"
        Statement: 
          - Effect: Allow
            Principal: 
              Service: 
                - lambda.amazonaws.com
            Action: sts:AssumeRole
      Policies: 
        - PolicyName: LambdaS3Access 
          PolicyDocument:
            Version: "2012-10-17"
            Statement: 
              - Effect: Allow 
                Action: 
                - s3:PutObject
                - s3:PutObjectAcl
                - s3:GetObject
                - s3:GetObjectAcl
                - s3:DeleteObject
                Resource: "arn:aws:s3:::AWS_S3_CHATBOT_ATTACHMENTS_BUCKET_placeholder/*"
        - PolicyName: DefaultRolePolicy
          PolicyDocument:
            Version: '2012-10-17'
            Statement:
            - Effect: Allow
              Action:
              - logs:CreateLogGroup
              - logs:CreateLogStream
              - logs:PutLogEvents
              Resource: arn:*:logs:*:*:*

  RestAPI:
    Type: AWS::Serverless::Api
    Properties:
      StageName: api
      EndpointConfiguration: EDGE
      Domain: 
        DomainName: api.example.com
        CertificateArn: CertificateArn_placeholder
      BinaryMediaTypes:
      - audio/mpeg
      - application/octet-stream
      DefinitionBody:
        swagger: '2.0'
        info:
          version: '1.0'
          title: APP_NAME_LOWERCASE_placeholder-backend
        schemes:
        - https
        paths:
          /menu_options:
            get:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                uri:
                  Fn::Sub: arn:${AWS::Partition}:apigateway:${AWS::Region}:lambda:path/2015-03-31/functions/${APIHandler.Arn}/invocations
                passthroughBehavior: when_no_match
                httpMethod: POST
                contentHandling: CONVERT_TO_TEXT
                type: aws_proxy
              summary: 'Get authorized menu options '
            options:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
                  headers:
                    Access-Control-Allow-Methods:
                      type: string
                    Access-Control-Allow-Origin:
                      type: string
                    Access-Control-Allow-Headers:
                      type: string
                    Access-Control-Expose-Headers:
                      type: string
                    Access-Control-Max-Age:
                      type: string
                    Access-Control-Allow-Credentials:
                      type: string
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                    responseParameters:
                      method.response.header.Access-Control-Allow-Methods: '''GET,OPTIONS'''
                      method.response.header.Access-Control-Allow-Origin: '''http://localhost:3000'''
                      method.response.header.Access-Control-Allow-Headers: '''Access-Control-Allow-Origin,Authorization,Content-Type,X-Amz-Date,X-Amz-Security-Token,X-Api-Key'''
                      method.response.header.Access-Control-Expose-Headers: '''Authorization,Access-Control-Allow-Origin,Content-Type,Content-Disposition,Content-Length'''
                      method.response.header.Access-Control-Max-Age: '''600'''
                      method.response.header.Access-Control-Allow-Credentials: '''true'''
                requestTemplates:
                  application/json: '{"statusCode": 200}'
                passthroughBehavior: when_no_match
                type: mock
                contentHandling: CONVERT_TO_TEXT

          /menu_options/element:
            post:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                uri:
                  Fn::Sub: arn:${AWS::Partition}:apigateway:${AWS::Region}:lambda:path/2015-03-31/functions/${APIHandler.Arn}/invocations
                passthroughBehavior: when_no_match
                httpMethod: POST
                contentHandling: CONVERT_TO_TEXT
                type: aws_proxy
              summary: 'Get menu element configuration '
            options:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
                  headers:
                    Access-Control-Allow-Methods:
                      type: string
                    Access-Control-Allow-Origin:
                      type: string
                    Access-Control-Allow-Headers:
                      type: string
                    Access-Control-Expose-Headers:
                      type: string
                    Access-Control-Max-Age:
                      type: string
                    Access-Control-Allow-Credentials:
                      type: string
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                    responseParameters:
                      method.response.header.Access-Control-Allow-Methods: '''POST,OPTIONS'''
                      method.response.header.Access-Control-Allow-Origin: '''http://localhost:3000'''
                      method.response.header.Access-Control-Allow-Headers: '''Access-Control-Allow-Origin,Authorization,Content-Type,X-Amz-Date,X-Amz-Security-Token,X-Api-Key'''
                      method.response.header.Access-Control-Expose-Headers: '''Authorization,Access-Control-Allow-Origin,Content-Type,Content-Disposition,Content-Length'''
                      method.response.header.Access-Control-Max-Age: '''600'''
                      method.response.header.Access-Control-Allow-Credentials: '''true'''
                requestTemplates:
                  application/json: '{"statusCode": 200}'
                passthroughBehavior: when_no_match
                type: mock
                contentHandling: CONVERT_TO_TEXT

          /users:
            get:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                uri:
                  Fn::Sub: arn:${AWS::Partition}:apigateway:${AWS::Region}:lambda:path/2015-03-31/functions/${APIHandler.Arn}/invocations
                passthroughBehavior: when_no_match
                httpMethod: POST
                contentHandling: CONVERT_TO_TEXT
                type: aws_proxy
              summary: User's CRUD operations (create, read, update, delete)
            post:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                uri:
                  Fn::Sub: arn:${AWS::Partition}:apigateway:${AWS::Region}:lambda:path/2015-03-31/functions/${APIHandler.Arn}/invocations
                passthroughBehavior: when_no_match
                httpMethod: POST
                contentHandling: CONVERT_TO_TEXT
                type: aws_proxy
              summary: User's CRUD operations (create, read, update, delete)
            put:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                uri:
                  Fn::Sub: arn:${AWS::Partition}:apigateway:${AWS::Region}:lambda:path/2015-03-31/functions/${APIHandler.Arn}/invocations
                passthroughBehavior: when_no_match
                httpMethod: POST
                contentHandling: CONVERT_TO_TEXT
                type: aws_proxy
              summary: User's CRUD operations (create, read, update, delete)
            delete:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                uri:
                  Fn::Sub: arn:${AWS::Partition}:apigateway:${AWS::Region}:lambda:path/2015-03-31/functions/${APIHandler.Arn}/invocations
                passthroughBehavior: when_no_match
                httpMethod: POST
                contentHandling: CONVERT_TO_TEXT
                type: aws_proxy
              summary: User's CRUD operations (create, read, update, delete)
            options:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
                  headers:
                    Access-Control-Allow-Methods:
                      type: string
                    Access-Control-Allow-Origin:
                      type: string
                    Access-Control-Allow-Headers:
                      type: string
                    Access-Control-Expose-Headers:
                      type: string
                    Access-Control-Max-Age:
                      type: string
                    Access-Control-Allow-Credentials:
                      type: string
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                    responseParameters:
                      method.response.header.Access-Control-Allow-Methods: '''GET,POST,PUT,DELETE,OPTIONS'''
                      method.response.header.Access-Control-Allow-Origin: '''http://localhost:3000'''
                      method.response.header.Access-Control-Allow-Headers: '''Access-Control-Allow-Origin,Authorization,Content-Type,X-Amz-Date,X-Amz-Security-Token,X-Api-Key'''
                      method.response.header.Access-Control-Expose-Headers: '''Authorization,Access-Control-Allow-Origin,Content-Type,Content-Disposition,Content-Length'''
                      method.response.header.Access-Control-Max-Age: '''600'''
                      method.response.header.Access-Control-Allow-Credentials: '''true'''
                requestTemplates:
                  application/json: '{"statusCode": 200}'
                passthroughBehavior: when_no_match
                type: mock
                contentHandling: CONVERT_TO_TEXT

          /users/test:
            get:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                uri:
                  Fn::Sub: arn:${AWS::Partition}:apigateway:${AWS::Region}:lambda:path/2015-03-31/functions/${APIHandler.Arn}/invocations
                passthroughBehavior: when_no_match
                httpMethod: POST
                contentHandling: CONVERT_TO_TEXT
                type: aws_proxy
              summary: Connection handler test
            options:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
                  headers:
                    Access-Control-Allow-Methods:
                      type: string
                    Access-Control-Allow-Origin:
                      type: string
                    Access-Control-Allow-Headers:
                      type: string
                    Access-Control-Expose-Headers:
                      type: string
                    Access-Control-Max-Age:
                      type: string
                    Access-Control-Allow-Credentials:
                      type: string
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                    responseParameters:
                      method.response.header.Access-Control-Allow-Methods: '''GET,OPTIONS'''
                      method.response.header.Access-Control-Allow-Origin: '''http://localhost:3000'''
                      method.response.header.Access-Control-Allow-Headers: '''Access-Control-Allow-Origin,Authorization,Content-Type,X-Amz-Date,X-Amz-Security-Token,X-Api-Key'''
                      method.response.header.Access-Control-Expose-Headers: '''Authorization,Access-Control-Allow-Origin,Content-Type,Content-Disposition,Content-Length'''
                      method.response.header.Access-Control-Max-Age: '''600'''
                      method.response.header.Access-Control-Allow-Credentials: '''true'''
                requestTemplates:
                  application/json: '{"statusCode": 200}'
                passthroughBehavior: when_no_match
                type: mock
                contentHandling: CONVERT_TO_TEXT

          /users/login:
            get:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                uri:
                  Fn::Sub: arn:${AWS::Partition}:apigateway:${AWS::Region}:lambda:path/2015-03-31/functions/${APIHandler.Arn}/invocations
                passthroughBehavior: when_no_match
                httpMethod: POST
                contentHandling: CONVERT_TO_TEXT
                type: aws_proxy
              summary: User login
            post:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                uri:
                  Fn::Sub: arn:${AWS::Partition}:apigateway:${AWS::Region}:lambda:path/2015-03-31/functions/${APIHandler.Arn}/invocations
                passthroughBehavior: when_no_match
                httpMethod: POST
                contentHandling: CONVERT_TO_TEXT
                type: aws_proxy
              summary: User login
            options:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
                  headers:
                    Access-Control-Allow-Methods:
                      type: string
                    Access-Control-Allow-Origin:
                      type: string
                    Access-Control-Allow-Headers:
                      type: string
                    Access-Control-Expose-Headers:
                      type: string
                    Access-Control-Max-Age:
                      type: string
                    Access-Control-Allow-Credentials:
                      type: string
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                    responseParameters:
                      method.response.header.Access-Control-Allow-Methods: '''GET,POST,OPTIONS'''
                      method.response.header.Access-Control-Allow-Origin: '''http://localhost:3000'''
                      method.response.header.Access-Control-Allow-Headers: '''Access-Control-Allow-Origin,Authorization,Content-Type,X-Amz-Date,X-Amz-Security-Token,X-Api-Key'''
                      method.response.header.Access-Control-Expose-Headers: '''Authorization,Access-Control-Allow-Origin,Content-Type,Content-Disposition,Content-Length'''
                      method.response.header.Access-Control-Max-Age: '''600'''
                      method.response.header.Access-Control-Allow-Credentials: '''true'''
                requestTemplates:
                  application/json: '{"statusCode": 200}'
                passthroughBehavior: when_no_match
                type: mock
                contentHandling: CONVERT_TO_TEXT

          /users/supad-create:
            post:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                uri:
                  Fn::Sub: arn:${AWS::Partition}:apigateway:${AWS::Region}:lambda:path/2015-03-31/functions/${APIHandler.Arn}/invocations
                passthroughBehavior: when_no_match
                httpMethod: POST
                contentHandling: CONVERT_TO_TEXT
                type: aws_proxy
              summary: Super admin user emergency creation
            options:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
                  headers:
                    Access-Control-Allow-Methods:
                      type: string
                    Access-Control-Allow-Origin:
                      type: string
                    Access-Control-Allow-Headers:
                      type: string
                    Access-Control-Expose-Headers:
                      type: string
                    Access-Control-Max-Age:
                      type: string
                    Access-Control-Allow-Credentials:
                      type: string
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                    responseParameters:
                      method.response.header.Access-Control-Allow-Methods: '''POST,OPTIONS'''
                      method.response.header.Access-Control-Allow-Origin: '''http://localhost:3000'''
                      method.response.header.Access-Control-Allow-Headers: '''Access-Control-Allow-Origin,Authorization,Content-Type,X-Amz-Date,X-Amz-Security-Token,X-Api-Key'''
                      method.response.header.Access-Control-Expose-Headers: '''Authorization,Access-Control-Allow-Origin,Content-Type,Content-Disposition,Content-Length'''
                      method.response.header.Access-Control-Max-Age: '''600'''
                      method.response.header.Access-Control-Allow-Credentials: '''true'''
                requestTemplates:
                  application/json: '{"statusCode": 200}'
                passthroughBehavior: when_no_match
                type: mock
                contentHandling: CONVERT_TO_TEXT

          /ai/chatbot:
            post:
              consumes:
              - application/json
              produces:
              - application/json
              - audio/mpeg
              - application/octet-stream
              - text/csv
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                responseTemplates:
                  application/json: '{"statusCode": 200}'
                  audio/mpeg: '{"statusCode": 200}'
                  application/octet-stream: '{"statusCode": 200}' 
                  text/csv: '{"statusCode": 200}'
                uri:
                  Fn::Sub: arn:${AWS::Partition}:apigateway:${AWS::Region}:lambda:path/2015-03-31/functions/${APIHandler.Arn}/invocations
                passthroughBehavior: when_no_match
                httpMethod: POST
                # Content type conversions in API Gateway
                # https://docs.aws.amazon.com/apigateway/latest/developerguide/api-gateway-payload-encodings-workflow.html
                # contentHandling: CONVERT_TO_TEXT
                # contentHandling: CONVERT_TO_BINARY
                type: aws_proxy
              summary: This function is the endpoint for the AI Chatbot.
              description: 'Retrieves the user data (question), runs the conversation with the AI Chatbot and returns the AI Chatbot''s response.'
            options:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
                  headers:
                    Access-Control-Allow-Methods:
                      type: string
                    Access-Control-Allow-Origin:
                      type: string
                    Access-Control-Allow-Headers:
                      type: string
                    Access-Control-Expose-Headers:
                      type: string
                    Access-Control-Max-Age:
                      type: string
                    Access-Control-Allow-Credentials:
                      type: string
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                    responseParameters:
                      method.response.header.Access-Control-Allow-Methods: '''POST,OPTIONS'''
                      method.response.header.Access-Control-Allow-Origin: '''http://localhost:3000'''
                      method.response.header.Access-Control-Allow-Headers: '''Access-Control-Allow-Origin,Authorization,Content-Type,X-Amz-Date,X-Amz-Security-Token,X-Api-Key'''
                      method.response.header.Access-Control-Expose-Headers: '''Authorization,Access-Control-Allow-Origin,Content-Type,Content-Disposition,Content-Length'''
                      method.response.header.Access-Control-Max-Age: '''600'''
                      method.response.header.Access-Control-Allow-Credentials: '''true'''
                requestTemplates:
                  application/json: '{"statusCode": 200}'
                passthroughBehavior: when_no_match
                type: mock
                contentHandling: CONVERT_TO_TEXT

          /ai/image_to_text:
            post:
              consumes:
              - multipart/form-data
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                uri:
                  Fn::Sub: arn:${AWS::Partition}:apigateway:${AWS::Region}:lambda:path/2015-03-31/functions/${APIHandler.Arn}/invocations
                passthroughBehavior: when_no_match
                httpMethod: POST
                contentHandling: CONVERT_TO_TEXT
                type: aws_proxy
              summary: This endpoint receives an image file, saves it to a temporary
                directory
              description: 'with a uuid4 .jpg | .png filename, calls @vision_image_analyzer
                with

                the file path, and returns the result.


                :param request: The request containing the image file.

                :return: The transcription result.'
            options:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
                  headers:
                    Access-Control-Allow-Methods:
                      type: string
                    Access-Control-Allow-Origin:
                      type: string
                    Access-Control-Allow-Headers:
                      type: string
                    Access-Control-Expose-Headers:
                      type: string
                    Access-Control-Max-Age:
                      type: string
                    Access-Control-Allow-Credentials:
                      type: string
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                    responseParameters:
                      method.response.header.Access-Control-Allow-Methods: '''POST,OPTIONS'''
                      method.response.header.Access-Control-Allow-Origin: '''http://localhost:3000'''
                      method.response.header.Access-Control-Allow-Headers: '''Access-Control-Allow-Origin,Authorization,Content-Type,X-Amz-Date,X-Amz-Security-Token,X-Api-Key'''
                      method.response.header.Access-Control-Expose-Headers: '''Authorization,Access-Control-Allow-Origin,Content-Type,Content-Disposition,Content-Length'''
                      method.response.header.Access-Control-Max-Age: '''600'''
                      method.response.header.Access-Control-Allow-Credentials: '''true'''
                requestTemplates:
                  application/json: '{"statusCode": 200}'
                passthroughBehavior: when_no_match
                type: mock
                contentHandling: CONVERT_TO_TEXT

          /ai/voice_to_text:
            post:
              consumes:
              - multipart/form-data
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                uri:
                  Fn::Sub: arn:${AWS::Partition}:apigateway:${AWS::Region}:lambda:path/2015-03-31/functions/${APIHandler.Arn}/invocations
                passthroughBehavior: when_no_match
                httpMethod: POST
                contentHandling: CONVERT_TO_TEXT
                type: aws_proxy
              summary: This endpoint receives an audio file, saves it to a temporary
                directory
              description: 'with a uuid4 .mp3 filename, calls @audio_to_text_transcript
                with

                the file path, and returns the result.


                :param request: The request containing the audio file.

                :return: The transcription result.'
            options:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
                  headers:
                    Access-Control-Allow-Methods:
                      type: string
                    Access-Control-Allow-Origin:
                      type: string
                    Access-Control-Allow-Headers:
                      type: string
                    Access-Control-Expose-Headers:
                      type: string
                    Access-Control-Max-Age:
                      type: string
                    Access-Control-Allow-Credentials:
                      type: string
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                    responseParameters:
                      method.response.header.Access-Control-Allow-Methods: '''POST,OPTIONS'''
                      method.response.header.Access-Control-Allow-Origin: '''http://localhost:3000'''
                      method.response.header.Access-Control-Allow-Headers: '''Access-Control-Allow-Origin,Authorization,Content-Type,X-Amz-Date,X-Amz-Security-Token,X-Api-Key'''
                      method.response.header.Access-Control-Expose-Headers: '''Authorization,Access-Control-Allow-Origin,Content-Type,Content-Disposition,Content-Length'''
                      method.response.header.Access-Control-Max-Age: '''600'''
                      method.response.header.Access-Control-Allow-Credentials: '''true'''
                requestTemplates:
                  application/json: '{"statusCode": 200}'
                passthroughBehavior: when_no_match
                type: mock
                contentHandling: CONVERT_TO_TEXT

          /ai_chatbot_conversations:
            get:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                uri:
                  Fn::Sub: arn:${AWS::Partition}:apigateway:${AWS::Region}:lambda:path/2015-03-31/functions/${APIHandler.Arn}/invocations
                passthroughBehavior: when_no_match
                httpMethod: POST
                contentHandling: CONVERT_TO_TEXT
                type: aws_proxy
              summary: Handles generic route requests and delegates to the appropriate
              description: "CRUD operation based on the request parameters.\n\nArgs:\n\
                \    request (AuthorizedRequest): The authorized request object.\n\
                \    kwargs (dict): Additional keyword arguments.\n\nReturns:\n  \
                \  Response: The response from the CRUD operation."
            post:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                uri:
                  Fn::Sub: arn:${AWS::Partition}:apigateway:${AWS::Region}:lambda:path/2015-03-31/functions/${APIHandler.Arn}/invocations
                passthroughBehavior: when_no_match
                httpMethod: POST
                contentHandling: CONVERT_TO_TEXT
                type: aws_proxy
              summary: Handles generic route requests and delegates to the appropriate
              description: "CRUD operation based on the request parameters.\n\nArgs:\n\
                \    request (AuthorizedRequest): The authorized request object.\n\
                \    kwargs (dict): Additional keyword arguments.\n\nReturns:\n  \
                \  Response: The response from the CRUD operation."
            put:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                uri:
                  Fn::Sub: arn:${AWS::Partition}:apigateway:${AWS::Region}:lambda:path/2015-03-31/functions/${APIHandler.Arn}/invocations
                passthroughBehavior: when_no_match
                httpMethod: POST
                contentHandling: CONVERT_TO_TEXT
                type: aws_proxy
              summary: Handles generic route requests and delegates to the appropriate
              description: "CRUD operation based on the request parameters.\n\nArgs:\n\
                \    request (AuthorizedRequest): The authorized request object.\n\
                \    kwargs (dict): Additional keyword arguments.\n\nReturns:\n  \
                \  Response: The response from the CRUD operation."
            delete:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                uri:
                  Fn::Sub: arn:${AWS::Partition}:apigateway:${AWS::Region}:lambda:path/2015-03-31/functions/${APIHandler.Arn}/invocations
                passthroughBehavior: when_no_match
                httpMethod: POST
                contentHandling: CONVERT_TO_TEXT
                type: aws_proxy
              summary: Handles generic route requests and delegates to the appropriate
              description: "CRUD operation based on the request parameters.\n\nArgs:\n\
                \    request (AuthorizedRequest): The authorized request object.\n\
                \    kwargs (dict): Additional keyword arguments.\n\nReturns:\n  \
                \  Response: The response from the CRUD operation."
            options:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
                  headers:
                    Access-Control-Allow-Methods:
                      type: string
                    Access-Control-Allow-Origin:
                      type: string
                    Access-Control-Allow-Headers:
                      type: string
                    Access-Control-Expose-Headers:
                      type: string
                    Access-Control-Max-Age:
                      type: string
                    Access-Control-Allow-Credentials:
                      type: string
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                    responseParameters:
                      method.response.header.Access-Control-Allow-Methods: '''GET,POST,PUT,DELETE,OPTIONS'''
                      method.response.header.Access-Control-Allow-Origin: '''http://localhost:3000'''
                      method.response.header.Access-Control-Allow-Headers: '''Access-Control-Allow-Origin,Authorization,Content-Type,X-Amz-Date,X-Amz-Security-Token,X-Api-Key'''
                      method.response.header.Access-Control-Expose-Headers: '''Authorization,Access-Control-Allow-Origin,Content-Type,Content-Disposition,Content-Length'''
                      method.response.header.Access-Control-Max-Age: '''600'''
                      method.response.header.Access-Control-Allow-Credentials: '''true'''
                requestTemplates:
                  application/json: '{"statusCode": 200}'
                passthroughBehavior: when_no_match
                type: mock
                contentHandling: CONVERT_TO_TEXT

          /general_config:
            get:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                uri:
                  Fn::Sub: arn:${AWS::Partition}:apigateway:${AWS::Region}:lambda:path/2015-03-31/functions/${APIHandler.Arn}/invocations
                passthroughBehavior: when_no_match
                httpMethod: POST
                contentHandling: CONVERT_TO_TEXT
                type: aws_proxy
              summary: Handles generic route requests and delegates to the appropriate
              description: "CRUD operation based on the request parameters.\n\nArgs:\n\
                \    request (AuthorizedRequest): The authorized request object.\n\
                \    kwargs (dict): Additional keyword arguments.\n\nReturns:\n  \
                \  Response: The response from the CRUD operation."
            post:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                uri:
                  Fn::Sub: arn:${AWS::Partition}:apigateway:${AWS::Region}:lambda:path/2015-03-31/functions/${APIHandler.Arn}/invocations
                passthroughBehavior: when_no_match
                httpMethod: POST
                contentHandling: CONVERT_TO_TEXT
                type: aws_proxy
              summary: Handles generic route requests and delegates to the appropriate
              description: "CRUD operation based on the request parameters.\n\nArgs:\n\
                \    request (AuthorizedRequest): The authorized request object.\n\
                \    kwargs (dict): Additional keyword arguments.\n\nReturns:\n  \
                \  Response: The response from the CRUD operation."
            put:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                uri:
                  Fn::Sub: arn:${AWS::Partition}:apigateway:${AWS::Region}:lambda:path/2015-03-31/functions/${APIHandler.Arn}/invocations
                passthroughBehavior: when_no_match
                httpMethod: POST
                contentHandling: CONVERT_TO_TEXT
                type: aws_proxy
              summary: Handles generic route requests and delegates to the appropriate
              description: "CRUD operation based on the request parameters.\n\nArgs:\n\
                \    request (AuthorizedRequest): The authorized request object.\n\
                \    kwargs (dict): Additional keyword arguments.\n\nReturns:\n  \
                \  Response: The response from the CRUD operation."
            delete:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                uri:
                  Fn::Sub: arn:${AWS::Partition}:apigateway:${AWS::Region}:lambda:path/2015-03-31/functions/${APIHandler.Arn}/invocations
                passthroughBehavior: when_no_match
                httpMethod: POST
                contentHandling: CONVERT_TO_TEXT
                type: aws_proxy
              summary: Handles generic route requests and delegates to the appropriate
              description: "CRUD operation based on the request parameters.\n\nArgs:\n\
                \    request (AuthorizedRequest): The authorized request object.\n\
                \    kwargs (dict): Additional keyword arguments.\n\nReturns:\n  \
                \  Response: The response from the CRUD operation."
            options:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
                  headers:
                    Access-Control-Allow-Methods:
                      type: string
                    Access-Control-Allow-Origin:
                      type: string
                    Access-Control-Allow-Headers:
                      type: string
                    Access-Control-Expose-Headers:
                      type: string
                    Access-Control-Max-Age:
                      type: string
                    Access-Control-Allow-Credentials:
                      type: string
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                    responseParameters:
                      method.response.header.Access-Control-Allow-Methods: '''GET,POST,PUT,DELETE,OPTIONS'''
                      method.response.header.Access-Control-Allow-Origin: '''http://localhost:3000'''
                      method.response.header.Access-Control-Allow-Headers: '''Access-Control-Allow-Origin,Authorization,Content-Type,X-Amz-Date,X-Amz-Security-Token,X-Api-Key'''
                      method.response.header.Access-Control-Expose-Headers: '''Authorization,Access-Control-Allow-Origin,Content-Type,Content-Disposition,Content-Length'''
                      method.response.header.Access-Control-Max-Age: '''600'''
                      method.response.header.Access-Control-Allow-Credentials: '''true'''
                requestTemplates:
                  application/json: '{"statusCode": 200}'
                passthroughBehavior: when_no_match
                type: mock
                contentHandling: CONVERT_TO_TEXT

          /users_config:
            get:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                uri:
                  Fn::Sub: arn:${AWS::Partition}:apigateway:${AWS::Region}:lambda:path/2015-03-31/functions/${APIHandler.Arn}/invocations
                passthroughBehavior: when_no_match
                httpMethod: POST
                contentHandling: CONVERT_TO_TEXT
                type: aws_proxy
              summary: Handles generic route requests and delegates to the appropriate
              description: "CRUD operation based on the request parameters.\n\nArgs:\n\
                \    request (AuthorizedRequest): The authorized request object.\n\
                \    kwargs (dict): Additional keyword arguments.\n\nReturns:\n  \
                \  Response: The response from the CRUD operation."
            post:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                uri:
                  Fn::Sub: arn:${AWS::Partition}:apigateway:${AWS::Region}:lambda:path/2015-03-31/functions/${APIHandler.Arn}/invocations
                passthroughBehavior: when_no_match
                httpMethod: POST
                contentHandling: CONVERT_TO_TEXT
                type: aws_proxy
              summary: Handles generic route requests and delegates to the appropriate
              description: "CRUD operation based on the request parameters.\n\nArgs:\n\
                \    request (AuthorizedRequest): The authorized request object.\n\
                \    kwargs (dict): Additional keyword arguments.\n\nReturns:\n  \
                \  Response: The response from the CRUD operation."
            put:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                uri:
                  Fn::Sub: arn:${AWS::Partition}:apigateway:${AWS::Region}:lambda:path/2015-03-31/functions/${APIHandler.Arn}/invocations
                passthroughBehavior: when_no_match
                httpMethod: POST
                contentHandling: CONVERT_TO_TEXT
                type: aws_proxy
              summary: Handles generic route requests and delegates to the appropriate
              description: "CRUD operation based on the request parameters.\n\nArgs:\n\
                \    request (AuthorizedRequest): The authorized request object.\n\
                \    kwargs (dict): Additional keyword arguments.\n\nReturns:\n  \
                \  Response: The response from the CRUD operation."
            delete:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                uri:
                  Fn::Sub: arn:${AWS::Partition}:apigateway:${AWS::Region}:lambda:path/2015-03-31/functions/${APIHandler.Arn}/invocations
                passthroughBehavior: when_no_match
                httpMethod: POST
                contentHandling: CONVERT_TO_TEXT
                type: aws_proxy
              summary: Handles generic route requests and delegates to the appropriate
              description: "CRUD operation based on the request parameters.\n\nArgs:\n\
                \    request (AuthorizedRequest): The authorized request object.\n\
                \    kwargs (dict): Additional keyword arguments.\n\nReturns:\n  \
                \  Response: The response from the CRUD operation."
            options:
              consumes:
              - application/json
              produces:
              - application/json
              responses:
                '200':
                  description: 200 response
                  schema:
                    $ref: '#/definitions/Empty'
                  headers:
                    Access-Control-Allow-Methods:
                      type: string
                    Access-Control-Allow-Origin:
                      type: string
                    Access-Control-Allow-Headers:
                      type: string
                    Access-Control-Expose-Headers:
                      type: string
                    Access-Control-Max-Age:
                      type: string
                    Access-Control-Allow-Credentials:
                      type: string
              x-amazon-apigateway-integration:
                responses:
                  default:
                    statusCode: '200'
                    responseParameters:
                      method.response.header.Access-Control-Allow-Methods: '''GET,POST,PUT,DELETE,OPTIONS'''
                      method.response.header.Access-Control-Allow-Origin: '''http://localhost:3000'''
                      method.response.header.Access-Control-Allow-Headers: '''Access-Control-Allow-Origin,Authorization,Content-Type,X-Amz-Date,X-Amz-Security-Token,X-Api-Key'''
                      method.response.header.Access-Control-Expose-Headers: '''Authorization,Access-Control-Allow-Origin,Content-Type,Content-Disposition,Content-Length'''
                      method.response.header.Access-Control-Max-Age: '''600'''
                      method.response.header.Access-Control-Allow-Credentials: '''true'''
                requestTemplates:
                  application/json: '{"statusCode": 200}'
                passthroughBehavior: when_no_match
                type: mock
                contentHandling: CONVERT_TO_TEXT

        definitions:
          Empty:
            type: object
            title: Empty Schema
        x-amazon-apigateway-binary-media-types:
        - multipart/form-data
        - application/octet-stream
        - application/x-tar
        - application/zip
        - audio/basic
        - audio/ogg
        - audio/mp4
        - audio/mpeg
        - audio/wav
        - audio/webm
        - image/png
        - image/jpg
        - image/jpeg
        - image/gif
        - video/ogg
        - video/mpeg
        - video/webm



  APIHandler:
    Type: AWS::Serverless::Function
    Properties:
      Runtime: python3.9
      Handler: app.app
      CodeUri: ./deployment.zip
      Tags:
        aws-chalice: version=1.30.0:stage=APP_STAGE_placeholder:app=APP_NAME_LOWERCASE_placeholder-backend
      Tracing: PassThrough
      Timeout: 60
      MemorySize: 256
      Environment:
        Variables:
          APP_NAME: APP_NAME_placeholder
          AI_ASSISTANT_NAME: AI_ASSISTANT_NAME_placeholder
          APP_VERSION: APP_VERSION_placeholder
          FLASK_APP: FLASK_APP_placeholder
          APP_DEBUG: APP_DEBUG_placeholder
          APP_STAGE: APP_STAGE_placeholder
          APP_SECRET_KEY: APP_SECRET_KEY_placeholder
          APP_SUPERADMIN_EMAIL: APP_SUPERADMIN_EMAIL_placeholder
          APP_FRONTEND_AUDIENCE: APP_FRONTEND_AUDIENCE_placeholder
          APP_CORS_ORIGIN: APP_CORS_ORIGIN_placeholder
          APP_DB_ENGINE: APP_DB_ENGINE_placeholder
          APP_DB_NAME: APP_DB_NAME_placeholder
          APP_DB_URI: APP_DB_URI_placeholder
          CURRENT_FRAMEWORK: CURRENT_FRAMEWORK_placeholder
          DEFAULT_LANG: DEFAULT_LANG_placeholder
          GIT_SUBMODULE_URL: GIT_SUBMODULE_URL_placeholder
          GIT_SUBMODULE_LOCAL_PATH: GIT_SUBMODULE_LOCAL_PATH_placeholder
          AWS_S3_CHATBOT_ATTACHMENTS_BUCKET: AWS_S3_CHATBOT_ATTACHMENTS_BUCKET_placeholder
          SMTP_SERVER: SMTP_SERVER_placeholder
          SMTP_PORT: SMTP_PORT_placeholder
          SMTP_USER: SMTP_USER_placeholder
          SMTP_PASSWORD: SMTP_PASSWORD_placeholder
          SMTP_DEFAULT_SENDER: SMTP_DEFAULT_SENDER_placeholder
          FDA_API_KEY: FDA_API_KEY_placeholder
          OPENAI_API_KEY: OPENAI_API_KEY_placeholder
          OPENAI_MODEL: OPENAI_MODEL_placeholder
          OPENAI_TEMPERATURE: OPENAI_TEMPERATURE_placeholder
          GOOGLE_API_KEY: GOOGLE_API_KEY_placeholder
          GOOGLE_CSE_ID: GOOGLE_CSE_ID_placeholder
          LANGCHAIN_API_KEY: LANGCHAIN_API_KEY_placeholder
          LANGCHAIN_PROJECT: LANGCHAIN_PROJECT_placeholder
          HUGGINGFACE_API_KEY: HUGGINGFACE_API_KEY_placeholder
          HUGGINGFACE_ENDPOINT_URL: HUGGINGFACE_ENDPOINT_URL_placeholder
      Role:
        Fn::GetAtt:
        - LambdaExecutionRole
        # - DefaultRole
        - Arn
  APIHandlerInvokePermission:
    Type: AWS::Lambda::Permission
    Properties:
      FunctionName:
        Ref: APIHandler
      Action: lambda:InvokeFunction
      Principal: apigateway.amazonaws.com
      SourceArn:
        Fn::Sub:
        - arn:${AWS::Partition}:execute-api:${AWS::Region}:${AWS::AccountId}:${RestAPIId}/*
        - RestAPIId:
            Ref: RestAPI

1. scripts/aws_big_lambda/template-samconfig.toml

# samconfig.toml

# More information about the configuration file can be found here:
# https://docs.aws.amazon.com/serverless-application-model/latest/developerguide/serverless-sam-cli-config.html
version = 0.1

[default]
[default.global.parameters]
stack_name = "APP_NAME_LOWERCASE_placeholder-backend"

[default.build.parameters]
cached = true
parallel = true

[default.validate.parameters]
lint = true

[default.deploy.parameters]
capabilities = ["CAPABILITY_IAM"]
confirm_changeset = false
resolve_s3 = true
s3_prefix = "APP_NAME_LOWERCASE_placeholder-backend"
region = "us-east-1"
image_repositories = []
disable_rollback = false
force_upload = true
resolve_image_repos = true

[default.package.parameters]
resolve_s3 = true

[default.sync.parameters]
watch = true

[default.local_start_api.parameters]
warm_containers = "EAGER"

[default.local_start_lambda.parameters]
warm_containers = "EAGER"