Created
April 23, 2022 21:58
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from fastapi import FastAPI | |
from starlette.middleware.cors import CORSMiddleware | |
from pydantic import BaseModel | |
import paraphrasingModule | |
# Load the paraphrasing, keyword extraction and synonym finding modules | |
paraphraser = paraphrasingModule.PegasusParaphraser() | |
kw_syn = paraphrasingModule.KeywordSynonyms() | |
# User's input text is sent as a request body. The structure of this body can be defined by extending Pydantic's BaseModel | |
class Paragraph(BaseModel): | |
paragraph: str | |
# The model above declares a JSON object (or Python dict) like: | |
# { | |
# "paragraph": "user's input text" | |
# } | |
# Initialize the FastAPI application | |
app = FastAPI() | |
# Allow Cross-Origin Resource Sharing (CORS) requests to from any host so that the JavaScript in the extension can communicate with the server | |
# To learn more about CORS, check out https://medium.com/@reemshakes/how-does-cors-work-f7488acf09f4 | |
app.add_middleware( | |
CORSMiddleware, allow_origins=["*"], allow_methods=["*"], allow_headers=["*"] | |
) | |
# API root | |
@app.get("/") | |
def get_root(): | |
return "This is the RESTful API for Janus AI" | |
# POST endpoint with path '/paraphrase' | |
@app.post("/paraphrase") | |
async def paraphrase_text(text: Paragraph): | |
paraphrased_text = paraphraser.paraphrase_text(text.paragraph) | |
return { | |
"original": text.paragraph, | |
"paraphrased": paraphrased_text, | |
"keywords_synonyms": kw_syn.getSynonymsForKeywords(paraphrased_text) | |
} |
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