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main.py
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346 lines (285 loc) · 11.7 KB
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import os
import sys
from typing import Union
from sanic import Sanic, SanicException
from sanic.request import Request
from sanic.response import file, JSONResponse
from static.utils import Model, Processor
STATIC_PATH: str = "static"
models: list = []
app = Sanic("BG-Remove-API")
app.static("static", "static")
if not os.path.exists("TEMP"):
os.makedirs("TEMP")
@app.route("/", methods=["GET"])
async def root(request: Request) -> JSONResponse:
return JSONResponse(
body={
"statusText": "Root Endpoint of BG-Remove-API",
},
status=200,
)
@app.route("/clean", methods=["GET"])
async def clean(request: Request) -> JSONResponse:
"""
BASH
curl -X GET "<BASE_URL>/clean" -s
"""
if len(os.listdir("TEMP")) == 0:
return JSONResponse(
body={
"statusText": "Temp Directory is already Clean",
},
status=200,
)
for filename in os.listdir("TEMP"):
os.remove(f"TEMP/{filename}")
return JSONResponse(
body={
"statusText": "Cleaned Temp Directory",
},
status=200,
)
@app.route("/<infer_type:str>", methods=["GET", "POST"])
async def processing(request: Request, infer_type: str) -> JSONResponse:
"""
BASH
curl -X POST -L "<BASE_URL>/remove?rtype=json" -F file=@"/<PATH>/img1.png" -o "<PATH>/temp.json"
curl -X POST -L "<BASE_URL>/remove?rtype=file" -F file=@"/<PATH>/img1.png" -o "<PATH>/temp.file"
curl -X POST -L "<BASE_URL>/replace?rtype=json" -F file_1=@"/<PATH>/img1.png" -F file_2=@"/<PATH>/img2.png" -o "<PATH>/temp.json"
curl -X POST -L "<BASE_URL>/replace?rtype=file" -F file_1=@"/<PATH>/img1.png" -F file_2=@"/<PATH>/img2.png" -o "<PATH>/temp.png"
"""
if request.method == "GET":
if infer_type != "remove" and infer_type != "replace":
raise SanicException(message="Invalid Infer Type", status_code=400)
return JSONResponse(
body={
"statusText": f"{infer_type.title()} endpoint of BG-Remove-API",
},
status=200,
)
elif request.method == "POST":
rtype: Union[str, None] = request.args.get("rtype", None)
if rtype is None:
raise SanicException(message="No return type specified", status_code=400)
if infer_type == "remove":
if request.files.get("file", None) is None:
return JSONResponse(
body={"statusText": "Invalid Key Specified for file Upload"},
status=400,
)
filename: str = request.files.get("file").name
image = Processor().decode_image(request.files.get("file").body)
mask = await Model().infer(image=image)
for i in range(3):
image[:, :, i] = image[:, :, i] & mask
if rtype == "json":
return JSONResponse(
body={
"statusText": "Background Removal Successful",
"bglessImageData": Processor.encode_image_to_base64(
image=image
),
},
status=201,
)
elif rtype == "file":
Processor.write_to_temp(
image, f"TEMP/temp-{filename.split('.')[0]}.png"
)
return await file(
location=f"TEMP/temp-{filename.split('.')[0]}.png",
status=201,
mime_type="image/*",
)
else:
return JSONResponse(
body={
"statusText": "Invalid Return Type"
},
status=400
)
elif infer_type == "replace":
if request.files.get("file_1", None) is None or request.files.get("file_2", None) is None:
return JSONResponse(
body={"statusText": "Invalid Key Specified for file Upload"},
status=400,
)
filename_1: str = request.files.get("file_1").name
filename_2: str = request.files.get("file_2").name
image_1 = Processor.decode_image(request.files.get("file_1").body)
image_2 = Processor.decode_image(request.files.get("file_2").body)
mask = await Model().infer(image=image_1)
mh, mw = mask.shape
image_2 = Processor.preprocess_replace_bg_image(image_2, mw, mh)
for i in range(3):
image_1[:, :, i] = image_1[:, :, i] & mask
image_2[:, :, i] = image_2[:, :, i] & (255 - mask)
image_2 += image_1
if rtype == "json":
return JSONResponse(
body={
"statusText": "Background Replacement Successful",
"bgreplaceImageData": Processor.encode_image_to_base64(
image=image_2
),
},
status=201,
)
elif rtype == "file":
Processor.write_to_temp(
image_2,
f"TEMP/temp-{filename_1.split('.')[0]}-{filename_2.split('.')[0]}.png",
)
return await file(
location=f"TEMP/temp-{filename_1.split('.')[0]}-{filename_2.split('.')[0]}.png",
status=201,
mime_type="image/*",
)
else:
return JSONResponse(
body={
"statusText": "Invalid Return Type"
},
status=400
)
else:
return JSONResponse(
body={
"statusText": "Invalid infer Type"
},
status=400
)
@app.route("/<infer_type:str>/li", methods=["GET", "POST"])
async def processing_li(request: Request, infer_type: str) -> JSONResponse:
"""
BASH
curl -X POST -L "<BASE_URL>/remove/li?rtype=json" -F file=@"/<PATH>/img1.png" -o "<PATH>/temp.json"
curl -X POST -L "<BASE_URL>/remove/li?rtype=file" -F file=@"/<PATH>/img1.png" -o "<PATH>/temp.file"
curl -X POST -L "<BASE_URL>/replace/li?rtype=json" -F file_1=@"/<PATH>/img1.png" -F file_2=@"/<PATH>/img2.png" -o "<PATH>/temp.json"
curl -X POST -L "<BASE_URL>/replace/li?rtype=file" -F file_1=@"/<PATH>/img1.png" -F file_2=@"/<PATH>/img2.png" -o "<PATH>/temp.png"
"""
if request.method == "GET":
if infer_type != "remove" and infer_type != "replace":
raise SanicException(message="Invalid Infer Type", status_code=400)
return JSONResponse(
body={
"statusText": f"{infer_type.title()} lightweight endpoint of BG-Remove-API",
},
status=200,
)
elif request.method == "POST":
rtype: Union[str, None] = request.args.get("rtype", None)
if rtype is None:
raise SanicException(message="No return type specified", status_code=400)
if infer_type == "remove":
if request.files.get("file", None) is None:
return JSONResponse(
body={"statusText": "Invalid Key Specified for file Upload"},
status=400,
)
filename: str = request.files.get("file").name
image = Processor.decode_image(request.files.get("file").body)
mask = await Model(lightweight=True).infer(image=image)
for i in range(3):
image[:, :, i] = image[:, :, i] & mask
if rtype == "json":
return JSONResponse(
body={
"statusText": "Background Removal Successful",
"bglessImageData": Processor.encode_image_to_base64(
image=image
),
},
status=200,
)
elif rtype == "file":
Processor.write_to_temp(
image, f"TEMP/temp-{filename.split('.')[0]}.png"
)
return await file(
location=f"TEMP/temp-{filename.split('.')[0]}.png",
status=201,
mime_type="image/*",
)
else:
return JSONResponse(
body={
"statusText": "Invalid Return Type"
},
status=400
)
elif infer_type == "replace":
if request.files.get("file_1", None) is None or request.files.get("file_2", None) is None:
return JSONResponse(
body={"statusText": "Invalid Key Specified for file Upload"},
status=400,
)
filename_1: str = request.files.get("file_1").name
filename_2: str = request.files.get("file_2").name
image_1 = Processor.decode_image(request.files.get("file_1").body)
image_2 = Processor.decode_image(request.files.get("file_2").body)
mask = await Model(lightweight=True).infer(image=image_1)
mh, mw = mask.shape
image_2 = Processor.preprocess_replace_bg_image(image_2, mw, mh)
for i in range(3):
image_1[:, :, i] = image_1[:, :, i] & mask
image_2[:, :, i] = image_2[:, :, i] & (255 - mask)
image_2 += image_1
if rtype == "json":
return JSONResponse(
body={
"statusText": "Background Replacement Successful",
"bgreplaceImageData": Processor.encode_image_to_base64(
image=image_2
),
},
status=200,
)
elif rtype == "file":
Processor.write_to_temp(
image_2,
f"TEMP/temp-{filename_1.split('.')[0]}-{filename_2.split('.')[0]}.png",
)
return await file(
location=f"TEMP/temp-{filename_1.split('.')[0]}-{filename_2.split('.')[0]}.png",
status=201,
mime_type="image/*",
)
else:
return JSONResponse(
body={
"statusText": "Invalid Return Type"
},
status=400
)
else:
return JSONResponse(
body={
"statusText": "Invalid Infer Type"
},
status=400
)
if __name__ == "__main__":
args_1: str = "--mode"
args_2: str = "--port"
args_3: str = "--workers"
mode: str = "local-machine"
port: int = 9090
workers: int = 1
if args_1 in sys.argv:
mode = sys.argv[sys.argv.index(args_1) + 1]
if args_2 in sys.argv:
port = int(sys.argv[sys.argv.index(args_2) + 1])
if args_3 in sys.argv:
workers = int(sys.argv[sys.argv.index(args_3) + 1])
if mode == "local-machine":
app.run(host="localhost", port=port, dev=True, workers=workers)
elif mode == "local":
app.run(host="0.0.0.0", port=port, dev=True, workers=workers)
elif mode == "render":
app.run(host="0.0.0.0", port=port, single_process=True, access_log=True)
elif mode == "prod":
app.run(host="0.0.0.0", port=port, dev=False, workers=workers, access_log=True)
else:
raise ValueError("Invalid Mode")