Spaces:
Sleeping
Sleeping
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 | |
import pandas as pd | |
from io import StringIO | |
import os | |
import uuid | |
from pandasai import SmartDataframe | |
import pandas as pd | |
from pandasai.llm import OpenAI | |
secret = os.environ["key"] | |
app = FastAPI() | |
app.add_middleware( | |
CORSMiddleware, | |
allow_origins=["*"], | |
allow_credentials=True, | |
allow_methods=["*"], | |
allow_headers=["*"], | |
) | |
import base64 | |
from PIL import Image | |
from io import BytesIO | |
def convert_image_to_base64(image_path): | |
with Image.open(image_path) as image: | |
buffered = BytesIO() | |
image.save(buffered, format="PNG") | |
img_bytes = buffered.getvalue() | |
img_base64 = base64.b64encode(img_bytes) | |
img_base64_string = img_base64.decode("utf-8") | |
return img_base64_string | |
async def get_image_for_text(email,query,file: UploadFile = File(...)): | |
print(file.filename) | |
with open(email+".csv", "wb") as file_object: | |
file_object.write(file.file.read()) | |
uuid1 = uuid.uuid1() | |
llm = OpenAI(api_token=secret,save_charts=True) | |
try: | |
df = pd.read_csv(email+".csv") | |
sdf = SmartDataframe(df, config={"llm": llm}) | |
sdf.chat(query) | |
image_path = "exports/charts/temp_chart.png" # Replace with your image's path | |
base64str = convert_image_to_base64(image_path) | |
return {"id":str(uuid1),"image":base64str} | |
except: | |
return "try again" | |