Files
annotations/Azaion.Inference/main.pyx
T
2025-02-11 20:40:49 +02:00

80 lines
2.8 KiB
Cython

import queue
import traceback
from queue import Queue
cimport constants
from threading import Thread
from api_client cimport ApiClient
from annotation cimport Annotation
from inference cimport Inference
from remote_command cimport RemoteCommand, CommandType
from remote_command_handler cimport RemoteCommandHandler
from user cimport User
cdef class ParsedArguments:
cdef str email, password, folder;
def __init__(self, str email, str password, str folder):
self.email = email
self.password = password
self.folder = folder
cdef class CommandProcessor:
cdef ApiClient api_client
cdef RemoteCommandHandler remote_handler
cdef object inference_queue
cdef bint running
cdef Inference inference
def __init__(self, args: ParsedArguments):
self.api_client = ApiClient(args.email, args.password, args.folder)
self.remote_handler = RemoteCommandHandler(self.on_command)
self.inference_queue = Queue(maxsize=constants.QUEUE_MAXSIZE)
self.remote_handler.start()
self.running = True
model = self.api_client.load_ai_model()
self.inference = Inference(model, self.on_annotation)
def start(self):
while self.running:
try:
command = self.inference_queue.get(timeout=0.5)
self.inference.run_inference(command)
self.remote_handler.send(command.client_id, <bytes>'DONE'.encode('utf-8'))
except queue.Empty:
continue
except Exception as e:
traceback.print_exc()
print('EXIT!')
cdef on_command(self, RemoteCommand command):
try:
if command.command_type == CommandType.GET_USER:
self.get_user(command, self.api_client.get_user())
elif command.command_type == CommandType.LOAD:
response = self.api_client.load_bytes(command.filename)
self.remote_handler.send(command.client_id, response)
elif command.command_type == CommandType.INFERENCE:
self.inference_queue.put(command)
elif command.command_type == CommandType.STOP_INFERENCE:
self.inference.stop()
elif command.command_type == CommandType.EXIT:
t = Thread(target=self.stop) # non-block worker:
t.start()
else:
pass
except Exception as e:
print(f"Error handling client: {e}")
cdef get_user(self, RemoteCommand command, User user):
self.remote_handler.send(command.client_id, user.serialize())
cdef on_annotation(self, RemoteCommand cmd, Annotation annotation):
data = annotation.serialize()
self.remote_handler.send(cmd.client_id, data)
def stop(self):
self.inference.stop()
self.remote_handler.stop()
self.running = False