I have deployed a fastapi endpoint,
from fastapi import FastAPI, UploadFile
from typing import List
app = FastAPI()
@app.post('/work/test')
async def testing(files: List(UploadFile)):
for i in files:
.......
# do a lot of operations on each file
# after than I am just writing that processed data into mysql database
# cur.execute(...)
# cur.commit()
.......
# just returning "OK" to confirm data is written into mysql
return {"response" : "OK"}
I can request output from the API endpoint and its working fine for me perfectly.
Now, the biggest challenge for me to know how much time it is taking for each iteration. Because in the UI part (those who are accessing my API endpoint) I want to help them show a progress bar (TIME TAKEN) for each iteration/file being processed.
Is there any possible way for me to achieve it? If so, please help me out on how can I proceed further?
Thank you.
Below is solution which uses uniq identifiers and globally available dictionary which holds information about the jobs:
NOTE: Code below is safe to use until you use dynamic keys values ( In sample uuid in use) and keep application within single process.
main.py
uvicorn main:app --reload
http://127.0.0.1:8000/
http://127.0.0.1/status
page to see page statuses.http://127.0.0.1/status/{identifier}
to see progression of the job by the job id.Code of app:
from fastapi import FastAPI, UploadFile
import uuid
from typing import List
import asyncio
context = {'jobs': {}}
app = FastAPI()
async def do_work(job_key, files=None):
iter_over = files if files else range(100)
for file, file_number in enumerate(iter_over):
jobs = context['jobs']
job_info = jobs[job_key]
job_info['iteration'] = file_number
job_info['status'] = 'inprogress'
await asyncio.sleep(1)
pending_jobs[job_key]['status'] = 'done'
@app.post('/work/test')
async def testing(files: List[UploadFile]):
identifier = str(uuid.uuid4())
context[jobs][identifier] = {}
asyncio.run_coroutine_threadsafe(do_work(identifier, files), loop=asyncio.get_running_loop())
return {"identifier": identifier}
@app.get('/')
async def get_testing():
identifier = str(uuid.uuid4())
context['jobs'][identifier] = {}
asyncio.run_coroutine_threadsafe(do_work(identifier), loop=asyncio.get_running_loop())
return {"identifier": identifier}
@app.get('/status')
def status():
return {
'all': list(context['jobs'].values()),
}
@app.get('/status/{identifier}')
async def status(identifier):
return {
"status": context['jobs'].get(identifier, 'job with that identifier is undefined'),
}