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Flask Serving
This file is a sample flask app that can be used to test your model with an API.
This app does the following:
- Handles uploads and looks for an image file send as "file" parameter
- Stores the image at ./images dir
- Invokes ffwd_to_img function from with this image
- Returns the output file generated at /output
Additional configuration:
- You can also choose the checkpoint file name to use as a request parameter
- Parameter name: checkpoint
- It is loaded from /input
import os
from flask import Flask, send_file, request
from werkzeug.exceptions import BadRequest
from werkzeug.utils import secure_filename
from evaluate import ffwd_to_img
ALLOWED_EXTENSIONS = set(['jpg', 'jpeg'])
app = Flask(__name__)
@app.route('/', methods=["POST"])
def style_transfer():
Take the input image and style transfer it
# check if the post request has the file part
input_file = request.files.get('file')
if not input_file:
return BadRequest("File not present in request")
filename = secure_filename(input_file.filename)
if filename == '':
return BadRequest("File name is not present in request")
if not allowed_file(filename):
return BadRequest("Invalid file type")
input_filepath = os.path.join('./images/', filename)
output_filepath = os.path.join('/output/', filename)
# Get checkpoint filename from la_muse
checkpoint = request.form.get("checkpoint", "la_muse.ckpt")
ffwd_to_img(input_filepath, output_filepath, '/input/' + checkpoint, '/gpu:0')
return send_file(output_filepath, mimetype='image/jpg')
def allowed_file(filename):
return '.' in filename and \
filename.rsplit('.', 1)[1].lower() in ALLOWED_EXTENSIONS
if __name__ == '__main__':'')