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from fastapi import FastAPI, File, UploadFile, HTTPException | |
from fastapi.responses import HTMLResponse | |
from fastapi.responses import StreamingResponse | |
from fastapi.responses import FileResponse | |
from fastapi.middleware.cors import CORSMiddleware | |
from io import StringIO | |
import os | |
import uuid,requests | |
import data_collector as dc | |
app = FastAPI() | |
app.add_middleware( | |
CORSMiddleware, | |
allow_origins=["*"], | |
allow_credentials=True, | |
allow_methods=["*"], | |
allow_headers=["*"], | |
) | |
async def get_image_for_text(b_id:int,product_name:str): | |
# main | |
data,message = dc.get_data(b_id = b_id , product_name = product_name) | |
if message=="done": | |
# Summarize the sales count per month | |
data['transaction_date'] = pd.to_datetime(data['transaction_date']) | |
data.set_index('transaction_date', inplace=True) | |
monthly_sales = data['sell_qty'].resample('M').sum().reset_index() | |
full_trend,forecasted_value,rounded_value = dc.forecast(monthly_sales) | |
print(full_trend,forecasted_value,rounded_value) | |
return rounded_value |