api.py

import uvicorn
from fastapi import FastAPI, Form, Request
from fastapi.staticfiles import StaticFiles
from fastapi.templating import Jinja2Templates
import re

from src.inference import inferenceAPI
from src.inference_t5 import inferenceAPI_t5


# ------ INFERENCE MODEL ------------------------------------------------------
# appel de la fonction inference, adaptee pour une entree txt
def summarize(text: str):
    if choisir_modele.var == "lstm":
        return " ".join(inferenceAPI(text))
    elif choisir_modele.var == "fineTunedT5":
        text = inferenceAPI_t5(text)
        return re.sub("<extra_id_0> ", "", text)


# ----------------------------------------------------------------------------


def choisir_modele(choixModele):
    print("ON A RECUP LE CHOIX MODELE")
    if choixModele == "lstm":
        choisir_modele.var = "lstm"
    elif choixModele == "fineTunedT5":
        choisir_modele.var = "fineTunedT5"


# -------- API ---------------------------------------------------------------
app = FastAPI()

# static files pour envoi du css au navigateur
templates = Jinja2Templates(directory="templates")
app.mount("/templates", StaticFiles(directory="templates"), name="templates")


@app.get("/")
async def index(request: Request):
    return templates.TemplateResponse(
        "index.html.jinja", {"request": request, "current_route": "/"}
    )


@app.get("/model")
async def get_model(request: Request):
    return templates.TemplateResponse(
        "index.html.jinja", {"request": request, "current_route": "/model"}
    )


@app.get("/predict")
async def get_prediction(request: Request):
    return templates.TemplateResponse(
        "index.html.jinja", {"request": request, "current_route": "/predict"}
    )


@app.post("/model")
async def choix_model(request: Request, choixModel: str = Form(None)):
    print(choixModel)
    if not choixModel:
        erreur_modele = "Merci de saisir un modèle."
        return templates.TemplateResponse(
            "index.html.jinja", {"request": request, "text": erreur_modele}
        )
    else:
        choisir_modele(choixModel)
        print("C'est bon on utilise le modèle demandé")
        return templates.TemplateResponse(
            "index.html.jinja", {"request": request}
        )


# retourner le texte, les predictions et message d'erreur si formulaire envoye
# vide
@app.post("/predict")
async def prediction(request: Request, text: str = Form(None)):
    if not text:
        error = "Merci de saisir votre texte."
        return templates.TemplateResponse(
            "index.html.jinja", {"request": request, "text": error}
        )
    else:
        summary = summarize(text)
        return templates.TemplateResponse(
            "index.html.jinja",
            {"request": request, "text": text, "summary": summary},
        )


# ------------------------------------------------------------------------------------


# lancer le serveur et le recharger a chaque modification sauvegardee
if __name__ == "__main__":
    uvicorn.run("api:app", port=8000, reload=True)