yirenlu92

import os
import sys
from dataclasses import dataclass
from pathlib import Path

from fastapi import FastAPI
from modal import Image, App, Volume, gpu, Secret, enter, method, asgi_app

GIT_SHA = "abd922bd0c43a504e47eca2ed354c3634bd00834"  # specify the commit to fetch

yirenlu92

import openai
import json
import snowflake.connector

table_metadata = """
    Table name: agents
    name	type	kind	null?	default	primary key	unique key	check	expression	comment	policy name
AGENT_CODE	VARCHAR(6)	COLUMN	N		Y	N				
AGENT_NAME	VARCHAR(40)	COLUMN	Y		N	N				
WORKING_AREA	VARCHAR(35)	COLUMN	Y		N	N				

yirenlu92

from flask import Flask, request

app = Flask(__name__)

@app.route('/basic_api/entities', methods=['GET', 'POST'])
def entities():
    if request.method == "GET":
        return {
            'message': 'This endpoint should return a list of entities',
            'method': request.method

yirenlu92

from typing import Optional

from fastapi import FastAPI
from pydantic import BaseModel


class Entity(BaseModel):
    name: str
    description: Optional[str] = None

yirenlu92

Forecasting timeseries with the Metered Prophet API

Forecasting timeseries

Forecasting timeseries is a common problem in data science/machine learning. It asks, given a set of observations of the past, what the future will look like.

Some real world applications of timeseries forecasting include:

• Sales/demand forecasting: Say you're an ice cream chain. You might expect that sales will be much higher in the summer and lower in the winter, but trend higher year-over-year overall because you're investing in advertising. The sales forecasts would be useful for things like setting quota for your salespeople, financial disclosure/valuation, and inventory planning.
• Capacity planning: In a software context, capacity planning refers to ensuring enough compute resources to serve expected traffic. More broadly, capacity planning asks, how many servers, employees, meals, parking spaces, etc

yirenlu92

the point of gist is to act as a pastebin