add ramdisk, load AI model to ramdisk and start recognition from it

rewrite zmq to DEALER and ROUTER
add GET_USER command to get CurrentUser from Python
all auth is on the python side
inference run and validate annotations on python

Azaion.AI/README.md

@@ -50,7 +50,7 @@ This is crucial for the build because build needs Python.h header and other file
     pip install ultralytics
     
     pip uninstall -y opencv-python
-    pip install opencv-python cython msgpack cryptography rstream pika zmq
+    pip install opencv-python cython msgpack cryptography rstream pika zmq pyjwt
 ```
 In case of  fbgemm.dll  error (Windows specific):
     

Azaion.AI/ai_config.pxd

@@ -0,0 +1,10 @@
+cdef class AIRecognitionConfig:
+    cdef public double frame_recognition_seconds
+    cdef public double tracking_distance_confidence
+    cdef public double tracking_probability_increase
+    cdef public double tracking_intersection_threshold
+    cdef public int frame_period_recognition
+    cdef public bytes file_data
+
+    @staticmethod
+    cdef from_msgpack(bytes data)

Azaion.AI/ai_config.pyx

@@ -0,0 +1,32 @@
+from msgpack import unpackb
+
+cdef class AIRecognitionConfig:
+    def __init__(self,
+                 frame_recognition_seconds,
+                 tracking_distance_confidence,
+                 tracking_probability_increase,
+                 tracking_intersection_threshold,
+                 frame_period_recognition,
+                 file_data
+                 ):
+        self.frame_recognition_seconds = frame_recognition_seconds
+        self.tracking_distance_confidence = tracking_distance_confidence
+        self.tracking_probability_increase = tracking_probability_increase
+        self.tracking_intersection_threshold = tracking_intersection_threshold
+        self.frame_period_recognition = frame_period_recognition
+        self.file_data = file_data
+
+    def __str__(self):
+        return (f'frame_seconds : {self.frame_recognition_seconds}, distance_confidence : {self.tracking_distance_confidence}, '
+                f'probability_increase : {self.tracking_probability_increase}, intersection_threshold : {self.tracking_intersection_threshold}, frame_period_recognition : {self.frame_period_recognition}')
+
+    @staticmethod
+    cdef from_msgpack(bytes data):
+        unpacked = unpackb(data, strict_map_key=False)
+        return AIRecognitionConfig(
+            unpacked.get("FrameRecognitionSeconds", 0.0),
+            unpacked.get("TrackingDistanceConfidence", 0.0),
+            unpacked.get("TrackingProbabilityIncrease", 0.0),
+            unpacked.get("TrackingIntersectionThreshold", 0.0),
+            unpacked.get("FramePeriodRecognition", 0),
+            unpacked.get("Data", b''))

Azaion.AI/annotation.pxd

@@ -1,8 +1,10 @@
 cdef class Detection:
-    cdef double x, y, w, h
-    cdef int cls
+    cdef public double x, y, w, h, confidence
+    cdef public int cls
 
 cdef class Annotation:
     cdef bytes image
-    cdef float time
-    cdef list[Detection] detections
+    cdef long time
+    cdef public list[Detection] detections
+    cdef bytes serialize(self)
+

Azaion.AI/annotation.pyx

@@ -1,13 +1,35 @@
+import msgpack
+
 cdef class Detection:
-    def __init__(self, double x, double y, double w, double h, int cls):
+    def __init__(self, double x, double y, double w, double h, int cls, double confidence):
         self.x = x
         self.y = y
         self.w = w
         self.h = h
         self.cls = cls
+        self.confidence = confidence
+
+    def __str__(self):
+        return f'{self.cls}: {self.x:.2f} {self.y:.2f} {self.w:.2f} {self.h:.2f}, prob: {(self.confidence*100):.1f}%'
 
 cdef class Annotation:
-    def __init__(self, bytes image_bytes, float time, list[Detection] detections):
+    def __init__(self, bytes image_bytes, long time, list[Detection] detections):
         self.image = image_bytes
         self.time = time
-        self.detections = detections
+        self.detections = detections if detections is not None else []
+
+    cdef bytes serialize(self):
+        return msgpack.packb({
+            "i": self.image,  # "i" = image
+            "t": self.time,  # "t" = time
+            "d": [  # "d" = detections
+                {
+                    "x": det.x,
+                    "y": det.y,
+                    "w": det.w,
+                    "h": det.h,
+                    "c": det.cls,
+                    "p": det.confidence
+                } for det in self.detections
+            ]
+        })

Azaion.AI/api_client.pxd

@@ -1,8 +1,14 @@
+from user cimport User
+
 cdef class ApiClient:
     cdef str email, password, token, folder, token_file, api_url
+    cdef User user
 
     cdef get_encryption_key(self, str hardware_hash)
-    cdef login(self, str email, str password)
+    cdef login(self)
+    cdef set_token(self, str token)
+    cdef get_user(self)
+
     cdef load_bytes(self, str filename)
     cdef load_ai_model(self)
     cdef load_queue_config(self)

Azaion.AI/api_client.pyx

@@ -1,13 +1,14 @@
-import io
 import json
 import os
 from http import HTTPStatus
-
+from uuid import UUID
+import jwt
 import requests
 cimport constants
 from hardware_service cimport HardwareService, HardwareInfo
 from security cimport Security
 from io import BytesIO
+from user cimport User, RoleEnum
 
 cdef class ApiClient:
     """Handles API authentication and downloading of the AI model."""
@@ -15,9 +16,11 @@ cdef class ApiClient:
         self.email = email
         self.password = password
         self.folder = folder
+        self.user = None
+
         if os.path.exists(<str>constants.TOKEN_FILE):
             with open(<str>constants.TOKEN_FILE, "r") as file:
-                self.token = file.read().strip()
+                self.set_token(<str>file.read().strip())
         else:
             self.token = None
 
@@ -25,21 +28,52 @@ cdef class ApiClient:
         cdef str key = f'{self.email}-{self.password}-{hardware_hash}-#%@AzaionKey@%#---'
         return Security.calc_hash(key)
 
-    cdef login(self, str email, str password):
-        response = requests.post(f"{constants.API_URL}/login", json={"email": email, "password": password})
+    cdef login(self):
+        response = requests.post(f"{constants.API_URL}/login",
+                                 json={"email": self.email, "password": self.password})
         response.raise_for_status()
-        self.token = response.json()["token"]
-
+        token = response.json()["token"]
+        self.set_token(token)
         with open(<str>constants.TOKEN_FILE, 'w') as file:
-            file.write(self.token)
+            file.write(token)
 
+    cdef set_token(self, str token):
+        self.token = token
+        claims = jwt.decode(token, options={"verify_signature": False})
+
+        try:
+            id = str(UUID(claims.get("nameid", "")))
+        except ValueError:
+            raise ValueError("Invalid GUID format in claims")
+
+        email = claims.get("unique_name", "")
+
+        role_str = claims.get("role", "")
+        if role_str == "ApiAdmin":
+            role = RoleEnum.ApiAdmin
+        elif role_str == "Admin":
+            role = RoleEnum.Admin
+        elif role_str == "ResourceUploader":
+            role = RoleEnum.ResourceUploader
+        elif role_str == "Validator":
+            role = RoleEnum.Validator
+        elif role_str == "Operator":
+            role = RoleEnum.Operator
+        else:
+            role = RoleEnum.NONE
+        self.user = User(id, email, role)
+
+    cdef get_user(self):
+        if self.user is None:
+            self.login()
+        return self.user
 
     cdef load_bytes(self, str filename):
         hardware_service = HardwareService()
         cdef HardwareInfo hardware = hardware_service.get_hardware_info()
 
         if self.token is None:
-            self.login(self.email, self.password)
+            self.login()
 
         url = f"{constants.API_URL}/resources/get/{self.folder}"
         headers = {
@@ -56,7 +90,7 @@ cdef class ApiClient:
         response = requests.post(url, data=payload, headers=headers, stream=True)
 
         if response.status_code == HTTPStatus.UNAUTHORIZED or response.status_code == HTTPStatus.FORBIDDEN:
-            self.login(self.email, self.password)
+            self.login()
             headers = {
                 "Authorization": f"Bearer {self.token}",
                 "Content-Type": "application/json"
@@ -69,7 +103,9 @@ cdef class ApiClient:
         key = self.get_encryption_key(hardware.hash)
 
         stream = BytesIO(response.raw.read())
-        return Security.decrypt_to(stream, key)
+        data = Security.decrypt_to(stream, key)
+        print(f'loaded file: {filename}, {len(data)} bytes')
+        return data
 
     cdef load_ai_model(self):
         return self.load_bytes(constants.AI_MODEL_FILE)

Azaion.AI/constants.pxd

@@ -1,6 +1,4 @@
-cdef str SOCKET_HOST           # Host for the socket server
-cdef int SOCKET_PORT           # Port for the socket server
-cdef int SOCKET_BUFFER_SIZE    # Buffer size for socket communication
+cdef int ZMQ_PORT = 5127       # Port for the zmq
 
 cdef int QUEUE_MAXSIZE         # Maximum size of the command queue
 cdef str COMMANDS_QUEUE        # Name of the commands queue in rabbit
@@ -10,3 +8,5 @@ cdef str API_URL               # Base URL for the external API
 cdef str TOKEN_FILE            # Name of the token file where temporary token would be stored
 cdef str QUEUE_CONFIG_FILENAME # queue config filename to load from api
 cdef str AI_MODEL_FILE         # AI Model file
+
+cdef bytes DONE_SIGNAL

Azaion.AI/constants.pyx

@@ -1,6 +1,4 @@
-cdef str SOCKET_HOST = "127.0.0.1"           # Host for the socket server
-cdef int SOCKET_PORT = 9127                  # Port for the socket server
-cdef int SOCKET_BUFFER_SIZE = 4096           # Buffer size for socket communication
+cdef int ZMQ_PORT = 5127                  # Port for the zmq
 
 cdef int QUEUE_MAXSIZE = 1000           # Maximum size of the command queue
 cdef str COMMANDS_QUEUE = "azaion-commands"
@@ -10,3 +8,5 @@ cdef str API_URL = "https://api.azaion.com"  # Base URL for the external API
 cdef str TOKEN_FILE = "token"
 cdef str QUEUE_CONFIG_FILENAME = "secured-config.json"
 cdef str AI_MODEL_FILE = "azaion.pt"
+
+cdef bytes DONE_SIGNAL = b"DONE"

Azaion.AI/debug.py

@@ -10,5 +10,8 @@ def start_server():
     except Exception as e:
         processor.stop()
 
+def on_annotation(self, cmd, annotation):
+    print('on_annotation hit!')
+
 if __name__ == "__main__":
     start_server()

Azaion.AI/inference.pxd

@@ -0,0 +1,17 @@
+from remote_command cimport RemoteCommand
+from annotation cimport Annotation
+from ai_config cimport AIRecognitionConfig
+
+cdef class Inference:
+    cdef object model
+    cdef object on_annotation
+    cdef Annotation _previous_annotation
+    cdef AIRecognitionConfig ai_config
+
+    cdef bint is_video(self, str filepath)
+    cdef run_inference(self, RemoteCommand cmd, int batch_size=?)
+    cdef _process_video(self, RemoteCommand cmd, int batch_size)
+    cdef _process_image(self, RemoteCommand cmd)
+
+    cdef frame_to_annotation(self, long time, frame, boxes: object)
+    cdef bint is_valid_annotation(self, Annotation annotation)

Azaion.AI/inference.pyx

@@ -1,30 +1,38 @@
+import ai_config
+import msgpack
 from ultralytics import YOLO
 import mimetypes
 import cv2
 from ultralytics.engine.results import Boxes
 from remote_command cimport RemoteCommand
 from annotation cimport Detection, Annotation
+from secure_model cimport SecureModelLoader
+from ai_config cimport AIRecognitionConfig
 
 cdef class Inference:
-    def __init__(self, model_bytes, on_annotations):
-        self.model = YOLO(model_bytes)
-        self.on_annotations = on_annotations
+    def __init__(self, model_bytes, on_annotation):
+        loader = SecureModelLoader()
+        model_path = loader.load_model(model_bytes)
+        self.model = YOLO(<str>model_path)
+        self.on_annotation = on_annotation
 
     cdef bint is_video(self, str filepath):
         mime_type, _ = mimetypes.guess_type(<str>filepath)
         return mime_type and mime_type.startswith("video")
 
-    cdef run_inference(self, RemoteCommand cmd, int batch_size=8, int frame_skip=4):
+    cdef run_inference(self, RemoteCommand cmd, int batch_size=8):
+        print('run inference..')
+
         if self.is_video(cmd.filename):
-            return self._process_video(cmd, batch_size, frame_skip)
+            return self._process_video(cmd, batch_size)
         else:
             return self._process_image(cmd)
 
-    cdef _process_video(self, RemoteCommand cmd, int batch_size, int frame_skip):
+    cdef _process_video(self, RemoteCommand cmd, int batch_size):
         frame_count = 0
         batch_frame = []
-        annotations = []
         v_input = cv2.VideoCapture(<str>cmd.filename)
+        self.ai_config = AIRecognitionConfig.from_msgpack(cmd.data)
 
         while v_input.isOpened():
             ret, frame = v_input.read()
@@ -33,7 +41,7 @@ cdef class Inference:
                 break
 
             frame_count += 1
-            if frame_count % frame_skip == 0:
+            if frame_count % self.ai_config.frame_period_recognition == 0:
                 batch_frame.append((frame, ms))
 
             if len(batch_frame) == batch_size:
@@ -41,10 +49,11 @@ cdef class Inference:
                 results = self.model.track(frames, persist=True)
 
                 for frame, res in zip(batch_frame, results):
-                    annotation = self.process_detections(int(frame[1]), frame[0], res.boxes)
-                    if len(annotation.detections) > 0:
-                        annotations.append(annotation)
-                self.on_annotations(cmd, annotations)
+                    annotation = self.frame_to_annotation(int(frame[1]), frame[0], res.boxes)
+
+                    if self.is_valid_annotation(<Annotation>annotation):
+                        self._previous_annotation = annotation
+                        self.on_annotation(cmd, annotation)
                 batch_frame.clear()
 
         v_input.release()
@@ -52,15 +61,65 @@ cdef class Inference:
     cdef _process_image(self, RemoteCommand cmd):
         frame = cv2.imread(<str>cmd.filename)
         res = self.model.track(frame)
-        annotation = self.process_detections(0, frame, res[0].boxes)
-        self.on_annotations(cmd, [annotation])
+        annotation = self.frame_to_annotation(0, frame, res[0].boxes)
+        self.on_annotation(cmd, annotation)
 
-    cdef process_detections(self, float time, frame, boxes: Boxes):
+    cdef frame_to_annotation(self, long time, frame, boxes: Boxes):
         detections = []
         for box in boxes:
             b = box.xywhn[0].cpu().numpy()
             cls = int(box.cls[0].cpu().numpy().item())
-            detections.append(Detection(<double>b[0], <double>b[1], <double>b[2], <double>b[3], cls))
-        _, encoded_image = cv2.imencode('.jpg', frame[0])
+            confidence = box.conf[0].cpu().numpy().item()
+            det = Detection(<double> b[0], <double> b[1], <double> b[2], <double> b[3], cls, confidence)
+            detections.append(det)
+        _, encoded_image = cv2.imencode('.jpg', frame)
         image_bytes = encoded_image.tobytes()
         return Annotation(image_bytes, time, detections)
+
+    cdef bint is_valid_annotation(self, Annotation annotation):
+        # No detections, invalid
+        if not annotation.detections:
+            return False
+
+        # First valid annotation, always accept
+        if self._previous_annotation is None:
+            return True
+
+        # Enough time has passed since last annotation
+        if annotation.time >= self._previous_annotation.time + <long>(self.ai_config.frame_recognition_seconds * 1000):
+            return True
+
+        # More objects detected than before
+        if len(annotation.detections) > len(self._previous_annotation.detections):
+            return True
+
+        cdef:
+            Detection current_det, prev_det
+            double dx, dy, distance_sq, min_distance_sq
+            Detection closest_det
+
+        # Check each detection against previous frame
+        for current_det in annotation.detections:
+            min_distance_sq = 1e18  # Initialize with large value
+            closest_det = None
+
+            # Find closest detection in previous frame
+            for prev_det in self._previous_annotation.detections:
+                dx = current_det.x - prev_det.x
+                dy = current_det.y - prev_det.y
+                distance_sq = dx * dx + dy * dy
+
+                if distance_sq < min_distance_sq:
+                    min_distance_sq = distance_sq
+                    closest_det = prev_det
+
+            # Check if beyond tracking distance
+            if min_distance_sq > self.ai_config.tracking_distance_confidence:
+                return True
+
+            # Check probability increase
+            if current_det.confidence >= closest_det.confidence + self.ai_config.tracking_probability_increase:
+                return True
+
+        # No validation criteria met
+        return False

Azaion.AI/main.pyx

@@ -1,12 +1,13 @@
+import traceback
 from queue import Queue
 cimport constants
-import msgpack
 
 from api_client cimport ApiClient
 from annotation cimport Annotation
-from inference import Inference
+from inference cimport Inference
 from remote_command cimport RemoteCommand, CommandType
 from remote_command_handler cimport RemoteCommandHandler
+from user cimport User
 import argparse
 
 cdef class ParsedArguments:
@@ -36,11 +37,10 @@ cdef class CommandProcessor:
         while self.running:
             try:
                 command = self.command_queue.get()
-                print(f'command is : {command}')
                 model = self.api_client.load_ai_model()
-                Inference(model, self.on_annotations).run_inference(command)
+                Inference(model, self.on_annotation).run_inference(command)
             except Exception as e:
-                print(f"Error processing queue: {e}")
+                traceback.print_exc()
 
     cdef on_command(self, RemoteCommand command):
         try:
@@ -48,17 +48,20 @@ cdef class CommandProcessor:
                 self.command_queue.put(command)
             elif command.command_type == CommandType.LOAD:
                 response = self.api_client.load_bytes(command.filename)
-                print(f'loaded file: {command.filename}, {len(response)} bytes')
-                self.remote_handler.send(response)
-                print(f'{len(response)} bytes was sent.')
-
+                self.remote_handler.send(command.client_id, response)
+            elif command.command_type == CommandType.GET_USER:
+                self.get_user(command, self.api_client.get_user())
+            else:
+                pass
         except Exception as e:
             print(f"Error handling client: {e}")
 
-    cdef on_annotations(self, RemoteCommand cmd, annotations: [Annotation]):
-        data = msgpack.packb(annotations)
-        self.remote_handler.send(data)
-        print(f'{len(data)} bytes was sent.')
+    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.running = False

Azaion.AI/remote_command.pxd

@@ -1,8 +1,10 @@
 cdef enum CommandType:
     INFERENCE = 1
     LOAD = 2
+    GET_USER = 3
 
 cdef class RemoteCommand:
+    cdef public bytes client_id
     cdef CommandType command_type
     cdef str filename
     cdef bytes data

Azaion.AI/remote_command.pyx

@@ -10,8 +10,10 @@ cdef class RemoteCommand:
         command_type_names = {
             1: "INFERENCE",
             2: "LOAD",
+            3: "GET_USER"
         }
-        return f'{command_type_names[self.command_type]}: {self.filename}'
+        data_str = f'. Data: {len(self.data)} bytes' if self.data else ''
+        return f'{command_type_names[self.command_type]}: {self.filename}{data_str}'
 
     @staticmethod
     cdef from_msgpack(bytes data):

Azaion.AI/remote_command_handler.pxd

@@ -1,16 +1,15 @@
 cdef class RemoteCommandHandler:
-    cdef object _on_command
     cdef object _context
-    cdef object _socket
+    cdef object _router
+    cdef object _dealer
     cdef object _shutdown_event
-    cdef object _pull_socket
-    cdef object _pull_thread
-    cdef object _push_socket
-    cdef object _push_queue
-    cdef object _push_thread
+    cdef object _on_command
+
+    cdef object _proxy_thread
+    cdef object _workers
 
     cdef start(self)
-    cdef _pull_loop(self)
-    cdef _push_loop(self)
-    cdef send(self, bytes message_bytes)
+    cdef _proxy_loop(self)
+    cdef _worker_loop(self)
+    cdef send(self, bytes client_id, bytes data)
     cdef close(self)

Azaion.AI/remote_command_handler.pyx

@@ -1,9 +1,7 @@
-from queue import Queue
-
 import zmq
-import json
 from threading import Thread, Event
 from remote_command cimport RemoteCommand
+cimport constants
 
 cdef class RemoteCommandHandler:
     def __init__(self, object on_command):
@@ -11,68 +9,58 @@ cdef class RemoteCommandHandler:
         self._context = zmq.Context.instance()
         self._shutdown_event = Event()
 
-        self._pull_socket = self._context.socket(zmq.PULL)
-        self._pull_socket.setsockopt(zmq.LINGER, 0)
-        self._pull_socket.bind("tcp://*:5127")
-        self._pull_thread = Thread(target=self._pull_loop, daemon=True)
+        self._router = self._context.socket(zmq.ROUTER)
+        self._router.setsockopt(zmq.LINGER, 0)
+        self._router.bind(f'tcp://*:{constants.ZMQ_PORT}')
 
-        self._push_queue = Queue()
+        self._dealer = self._context.socket(zmq.DEALER)
+        self._dealer.setsockopt(zmq.LINGER, 0)
+        self._dealer.bind("inproc://backend")
 
-        self._push_socket = self._context.socket(zmq.PUSH)
-        self._push_socket.setsockopt(zmq.LINGER, 0)
-        self._push_socket.bind("tcp://*:5128")
-        self._push_thread = Thread(target=self._push_loop, daemon=True)
+        self._proxy_thread = Thread(target=self._proxy_loop, daemon=True)
+
+        self._workers = []
+        for _ in range(4):  # 4 worker threads
+            worker = Thread(target=self._worker_loop, daemon=True)
+            self._workers.append(worker)
 
     cdef start(self):
-        self._pull_thread.start()
-        self._push_thread.start()
+        self._proxy_thread.start()
+        for worker in self._workers:
+            worker.start()
 
-    cdef _pull_loop(self):
-        while not self._shutdown_event.is_set():
-            print('wait for the command...')
-            message = self._pull_socket.recv()
-            cmd = RemoteCommand.from_msgpack(<bytes>message)
-            print(f'received: {cmd}')
-            self._on_command(cmd)
+    cdef _proxy_loop(self):
+        zmq.proxy(self._router, self._dealer)
 
-    cdef _push_loop(self):
+    cdef _worker_loop(self):
+        worker_socket = self._context.socket(zmq.DEALER)
+        worker_socket.setsockopt(zmq.LINGER, 0)
+        worker_socket.connect("inproc://backend")
+        poller = zmq.Poller()
+        poller.register(worker_socket, zmq.POLLIN)
+        print('started receiver loop...')
         while not self._shutdown_event.is_set():
             try:
-                response = self._push_queue.get(timeout=1) # Timeout to check shutdown flag
-                self._push_socket.send(response)
-            except:
-                continue
+                socks = dict(poller.poll(500))
+                if worker_socket in socks:
+                    client_id, message = worker_socket.recv_multipart()
+                    cmd = RemoteCommand.from_msgpack(<bytes> message)
+                    cmd.client_id = client_id
+                    print(f'Received [{cmd}] from the client {client_id}')
+                    self._on_command(cmd)
+            except Exception as e:
+                print(f"Worker error: {e}")
+                import traceback
+                traceback.print_exc()
 
-    cdef send(self, bytes message_bytes):
-        print(f'about to send {len(message_bytes)}')
-        try:
-            self._push_queue.put(message_bytes)
-        except Exception as e:
-            print(e)
+    cdef send(self, bytes client_id, bytes data):
+        with self._context.socket(zmq.DEALER) as socket:
+            socket.connect("inproc://backend")
+            socket.send_multipart([client_id, data])
+            print(f'{len(data)} bytes was sent to client {client_id}')
 
     cdef close(self):
         self._shutdown_event.set()
-        self._pull_socket.close()
-        self._push_socket.close()
-        self._context.term()
-
-
-cdef class QueueConfig:
-    cdef str host,
-    cdef int port, command_port
-    cdef str producer_user, producer_pw, consumer_user, consumer_pw
-
-    @staticmethod
-    cdef QueueConfig from_json(str json_string):
-        s = str(json_string).strip()
-        cdef dict config_dict = json.loads(s)["QueueConfig"]
-        cdef QueueConfig config = QueueConfig()
-
-        config.host = config_dict["Host"]
-        config.port = config_dict["Port"]
-        config.command_port = config_dict["CommandsPort"]
-        config.producer_user = config_dict["ProducerUsername"]
-        config.producer_pw = config_dict["ProducerPassword"]
-        config.consumer_user = config_dict["ConsumerUsername"]
-        config.consumer_pw = config_dict["ConsumerPassword"]
-        return config
+        self._router.close()
+        self._dealer.close()
+        self._context.term()

Azaion.AI/secure_model.pxd

@@ -0,0 +1,12 @@
+cdef class SecureModelLoader:
+    cdef:
+        bytes _model_bytes
+        str _ramdisk_path
+        str _temp_file_path
+        int _disk_size_mb
+
+    cpdef str load_model(self, bytes model_bytes)
+    cdef str _get_ramdisk_path(self)
+    cdef void _create_ramdisk(self)
+    cdef void _store_model(self)
+    cdef void _cleanup(self)

Azaion.AI/secure_model.pyx

@@ -0,0 +1,104 @@
+import os
+import platform
+import tempfile
+from pathlib import Path
+from libc.stdio cimport FILE, fopen, fclose, remove
+from libc.stdlib cimport free
+from libc.string cimport strdup
+
+cdef class SecureModelLoader:
+    def __cinit__(self, int disk_size_mb=512):
+        self._disk_size_mb = disk_size_mb
+        self._ramdisk_path = None
+        self._temp_file_path = None
+
+    cpdef str load_model(self, bytes model_bytes):
+        """Public method to load YOLO model securely."""
+        self._model_bytes = model_bytes
+        self._create_ramdisk()
+        self._store_model()
+        return self._temp_file_path
+
+    cdef str _get_ramdisk_path(self):
+        """Determine the RAM disk path based on the OS."""
+        if platform.system() == "Windows":
+            return "R:\\"
+        elif platform.system() == "Linux":
+            return "/mnt/ramdisk"
+        elif platform.system() == "Darwin":
+            return "/Volumes/RAMDisk"
+        else:
+            raise RuntimeError("Unsupported OS for RAM disk")
+
+    cdef void _create_ramdisk(self):
+        """Create a RAM disk securely based on the OS."""
+        system = platform.system()
+
+        if system == "Windows":
+            # Create RAM disk via PowerShell
+            command = f'powershell -Command "subst R: {tempfile.gettempdir()}"'
+            if os.system(command) != 0:
+                raise RuntimeError("Failed to create RAM disk on Windows")
+            self._ramdisk_path = "R:\\"
+
+        elif system == "Linux":
+            # Use tmpfs for RAM disk
+            self._ramdisk_path = "/mnt/ramdisk"
+            if not Path(self._ramdisk_path).exists():
+                os.mkdir(self._ramdisk_path)
+            if os.system(f"mount -t tmpfs -o size={self._disk_size_mb}M tmpfs {self._ramdisk_path}") != 0:
+                raise RuntimeError("Failed to create RAM disk on Linux")
+
+        elif system == "Darwin":
+            # Use hdiutil for macOS RAM disk
+            block_size = 2048  # 512-byte blocks * 2048 = 1MB
+            num_blocks = self._disk_size_mb * block_size
+            result = os.popen(f"hdiutil attach -nomount ram://{num_blocks}").read().strip()
+            if result:
+                self._ramdisk_path = "/Volumes/RAMDisk"
+                os.system(f"diskutil eraseVolume HFS+ RAMDisk {result}")
+            else:
+                raise RuntimeError("Failed to create RAM disk on macOS")
+
+    cdef void _store_model(self):
+        """Write model securely to the RAM disk."""
+        cdef char* temp_path
+        cdef FILE* cfile
+
+        with tempfile.NamedTemporaryFile(
+            dir=self._ramdisk_path, suffix='.pt', delete=False
+        ) as tmp_file:
+            tmp_file.write(self._model_bytes)
+            self._temp_file_path = tmp_file.name
+
+        encoded_path = self._temp_file_path.encode('utf-8')
+        temp_path = strdup(encoded_path)
+        with nogil:
+            cfile = fopen(temp_path, "rb")
+            if cfile == NULL:
+                raise IOError(f"Could not open {self._temp_file_path}")
+            fclose(cfile)
+
+    cdef void _cleanup(self):
+        """Remove the model file and unmount RAM disk securely."""
+        cdef char* c_path
+        if self._temp_file_path:
+            c_path = strdup(os.fsencode(self._temp_file_path))
+            with nogil:
+                remove(c_path)
+            free(c_path)
+            self._temp_file_path = None
+
+        # Unmount RAM disk based on OS
+        if self._ramdisk_path:
+            if platform.system() == "Windows":
+                os.system("subst R: /D")
+            elif platform.system() == "Linux":
+                os.system(f"umount {self._ramdisk_path}")
+            elif platform.system() == "Darwin":
+                os.system("hdiutil detach /Volumes/RAMDisk")
+            self._ramdisk_path = None
+
+    def __dealloc__(self):
+        """Ensure cleanup when the object is deleted."""
+        self._cleanup()

Azaion.AI/setup.py

@@ -8,7 +8,10 @@ extensions = [
     Extension('hardware_service', ['hardware_service.pyx'], extra_compile_args=["-g"], extra_link_args=["-g"]),
     Extension('remote_command', ['remote_command.pyx']),
     Extension('remote_command_handler', ['remote_command_handler.pyx']),
+    Extension('user', ['user.pyx']),
     Extension('api_client', ['api_client.pyx']),
+    Extension('secure_model', ['secure_model.pyx']),
+    Extension('ai_config', ['ai_config.pyx']),
     Extension('inference', ['inference.pyx']),
 
     Extension('main', ['main.pyx']),
@@ -21,8 +24,14 @@ setup(
         compiler_directives={
             "language_level": 3,
             "emit_code_comments" : False,
-            "binding": True
+            "binding": True,
+            'boundscheck': False,
+            'wraparound': False
         }
     ),
+    install_requires=[
+        'ultralytics>=8.0.0',
+        'pywin32; platform_system=="Windows"'
+    ],
     zip_safe=False
 )

Azaion.AI/token

@@ -0,0 +1 @@
+eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJuYW1laWQiOiJkOTBhMzZjYS1lMjM3LTRmYmQtOWM3Yy0xMjcwNDBhYzg1NTYiLCJ1bmlxdWVfbmFtZSI6ImFkbWluQGF6YWlvbi5jb20iLCJyb2xlIjoiQXBpQWRtaW4iLCJuYmYiOjE3MzgxNjM2MzYsImV4cCI6MTczODE3ODAzNiwiaWF0IjoxNzM4MTYzNjM2LCJpc3MiOiJBemFpb25BcGkiLCJhdWQiOiJBbm5vdGF0b3JzL09yYW5nZVBpL0FkbWlucyJ9.7VVws5mwGqx--sGopOuZE9iu3dzt1UdVPXeje2KZTYk

Azaion.AI/user.pxd

@@ -0,0 +1,15 @@
+cdef enum RoleEnum:
+    NONE = 0
+    Operator = 10
+    Validator = 20
+    CompanionPC = 30
+    Admin = 40
+    ResourceUploader = 50
+    ApiAdmin = 1000
+
+cdef class User:
+    cdef public str id
+    cdef public str email
+    cdef public RoleEnum role
+
+    cdef bytes serialize(self)

Azaion.AI/user.pyx

@@ -0,0 +1,15 @@
+import msgpack
+
+cdef class User:
+
+    def __init__(self, str id, str email, RoleEnum role):
+        self.id = id
+        self.email = email
+        self.role = role
+
+    cdef bytes serialize(self):
+        return msgpack.packb({
+            "i": self.id,
+            "e": self.email,
+            "r": self.role
+        })

Azaion.Annotator/Annotator.xaml

@@ -480,7 +480,7 @@
                 Grid.Column="10"
                 Padding="2" Width="25"
                 Height="25"
-                ToolTip="Розпізнати за допомогою AI. Клавіша: [A]" Background="Black" BorderBrush="Black"
+                ToolTip="Розпізнати за допомогою AI. Клавіша: [R]" Background="Black" BorderBrush="Black"
                 Click="AutoDetect">
                 <Path Stretch="Fill" Fill="LightGray" Data="M144.317 85.269h223.368c15.381 0 29.391 6.325 39.567 16.494l.025-.024c10.163 10.164 16.477 24.193 16.477
                 39.599v189.728c0 15.401-6.326 29.425-16.485 39.584-10.159 10.159-24.183 16.484-39.584 16.484H144.317c-15.4

Azaion.Annotator/Annotator.xaml.cs

@@ -6,9 +6,7 @@ using System.Windows.Controls;
 using System.Windows.Controls.Primitives;
 using System.Windows.Input;
 using System.Windows.Media;
-using System.Windows.Media.Imaging;
 using Azaion.Annotator.DTO;
-using Azaion.Annotator.Extensions;
 using Azaion.Common.Database;
 using Azaion.Common.DTO;
 using Azaion.Common.DTO.Config;
@@ -39,10 +37,9 @@ public partial class Annotator
     private readonly IConfigUpdater _configUpdater;
     private readonly HelpWindow _helpWindow;
     private readonly ILogger<Annotator> _logger;
-    private readonly VLCFrameExtractor _vlcFrameExtractor;
-    private readonly IAIDetector _aiDetector;
     private readonly AnnotationService _annotationService;
     private readonly IDbFactory _dbFactory;
+    private readonly IInferenceService _inferenceService;
     private readonly CancellationTokenSource _ctSource = new();
 
     private ObservableCollection<DetectionClass> AnnotationClasses { get; set; } = new();
@@ -67,10 +64,9 @@ public partial class Annotator
         FormState formState,
         HelpWindow helpWindow,
         ILogger<Annotator> logger,
-        VLCFrameExtractor vlcFrameExtractor,
-        IAIDetector aiDetector,
         AnnotationService annotationService,
-        IDbFactory dbFactory)
+        IDbFactory dbFactory,
+        IInferenceService inferenceService)
     {
         InitializeComponent();
         _appConfig = appConfig.Value;
@@ -81,10 +77,9 @@ public partial class Annotator
         _formState = formState;
         _helpWindow = helpWindow;
         _logger = logger;
-        _vlcFrameExtractor = vlcFrameExtractor;
-        _aiDetector = aiDetector;
         _annotationService = annotationService;
         _dbFactory = dbFactory;
+        _inferenceService = inferenceService;
 
         Loaded += OnLoaded;
         Closed += OnFormClosed;
@@ -304,11 +299,16 @@ public partial class Annotator
 
         var annotations = await _dbFactory.Run(async db =>
             await db.Annotations.LoadWith(x => x.Detections)
-                .Where(x => x.Name.Contains(_formState.VideoName))
+                .Where(x => x.OriginalMediaName == _formState.VideoName)
                 .ToListAsync(token: _ctSource.Token));
 
+        TimedAnnotations.Clear();
+        _formState.AnnotationResults.Clear();
         foreach (var ann in annotations)
-            AddAnnotation(ann);
+        {
+            TimedAnnotations.Add(ann.Time.Subtract(_thresholdBefore), ann.Time.Add(_thresholdAfter), ann);
+            _formState.AnnotationResults.Add(new AnnotationResult(_appConfig.AnnotationConfig.DetectionClassesDict, ann));
+        }
     }
 
     //Add manually
@@ -435,8 +435,6 @@ public partial class Annotator
 
         _appConfig.DirectoriesConfig.VideosDirectory = dlg.FileName;
         TbFolder.Text = dlg.FileName;
-        await ReloadFiles();
-        await SaveUserSettings();
     }
 
     private void TbFilter_OnTextChanged(object sender, TextChangedEventArgs e)
@@ -487,11 +485,8 @@ public partial class Annotator
         if (LvFiles.SelectedIndex == -1)
             LvFiles.SelectedIndex = 0;
 
-        await _mediator.Publish(new AnnotatorControlEvent(PlaybackControlEnum.Play));
-        _mediaPlayer.Stop();
-
-        var manualCancellationSource = new CancellationTokenSource();
-        var token = manualCancellationSource.Token;
+        var mct = new CancellationTokenSource();
+        var token = mct.Token;
 
         _autoDetectDialog = new AutodetectDialog
         {
@@ -500,7 +495,7 @@ public partial class Annotator
         };
         _autoDetectDialog.Closing += (_, _) =>
         {
-            manualCancellationSource.Cancel();
+            mct.Cancel();
             _mediaPlayer.SeekTo(TimeSpan.Zero);
             Editor.RemoveAllAnns();
         };
@@ -515,16 +510,17 @@ public partial class Annotator
             var mediaInfo = Dispatcher.Invoke(() => (MediaFileInfo)LvFiles.SelectedItem);
             while (mediaInfo != null)
             {
-                _formState.CurrentMedia = mediaInfo;
-                await Dispatcher.Invoke(async () => await ReloadAnnotations());
-
-                if (mediaInfo.MediaType == MediaTypes.Image)
+                await Dispatcher.Invoke(async () =>
                 {
-                    await DetectImage(mediaInfo, manualCancellationSource, token);
-                    await Task.Delay(70, token);
-                }
-                else
-                    await DetectVideo(mediaInfo, manualCancellationSource, token);
+                    await _mediator.Publish(new AnnotatorControlEvent(PlaybackControlEnum.Play), token);
+                    await ReloadAnnotations();
+                });
+
+                await _inferenceService.RunInference(mediaInfo.Path, async (annotationImage, ct) =>
+                {
+                    annotationImage.OriginalMediaName = mediaInfo.FName;
+                    await ProcessDetection(annotationImage, ct);
+                }, token);
 
                 mediaInfo = Dispatcher.Invoke(() =>
                 {
@@ -533,6 +529,7 @@ public partial class Annotator
                     LvFiles.SelectedIndex += 1;
                     return (MediaFileInfo)LvFiles.SelectedItem;
                 });
+                LvFiles.Items.Refresh();
             }
             Dispatcher.Invoke(() =>
             {
@@ -546,143 +543,140 @@ public partial class Annotator
         Dispatcher.Invoke(() => Editor.ResetBackground());
     }
 
-    private async Task DetectImage(MediaFileInfo mediaInfo, CancellationTokenSource manualCancellationSource, CancellationToken token)
+    // private async Task DetectImage(MediaFileInfo mediaInfo, CancellationTokenSource manualCancellationSource, CancellationToken token)
+    // {
+    //     try
+    //     {
+    //         var fName = Path.GetFileNameWithoutExtension(mediaInfo.Path);
+    //         var stream = new FileStream(mediaInfo.Path, FileMode.Open);
+    //         var detections = await _aiDetector.Detect(fName, stream, token);
+    //         await ProcessDetection((TimeSpan.FromMilliseconds(0), stream), Path.GetExtension(mediaInfo.Path), detections, token);
+    //         if (detections.Count != 0)
+    //             mediaInfo.HasAnnotations = true;
+    //     }
+    //     catch (Exception e)
+    //     {
+    //         _logger.LogError(e, e.Message);
+    //         await manualCancellationSource.CancelAsync();
+    //     }
+    // }
+
+    // private async Task DetectVideo(MediaFileInfo mediaInfo, CancellationTokenSource manualCancellationSource, CancellationToken token)
+    // {
+    //     var prevSeekTime = 0.0;
+    //     await foreach (var timeframe in _vlcFrameExtractor.ExtractFrames(mediaInfo.Path, token))
+    //     {
+    //         Console.WriteLine($"Detect time: {timeframe.Time}");
+    //         try
+    //         {
+    //              var fName = _formState.GetTimeName(timeframe.Time);
+    //              var detections = await _aiDetector.Detect(fName, timeframe.Stream, token);
+    //
+    //              var isValid = IsValidDetection(timeframe.Time, detections);
+    //              Console.WriteLine($"Detection time: {timeframe.Time}");
+    //
+    //              var log = string.Join(Environment.NewLine, detections.Select(det =>
+    //                  $"{_appConfig.AnnotationConfig.DetectionClassesDict[det.ClassNumber].Name}: " +
+    //                  $"xy=({det.CenterX:F2},{det.CenterY:F2}), " +
+    //                  $"size=({det.Width:F2}, {det.Height:F2}), " +
+    //                  $"prob: {det.Probability:F1}%"));
+    //
+    //              log = $"Detection time: {timeframe.Time}, Valid: {isValid}. {Environment.NewLine} {log}";
+    //              Dispatcher.Invoke(() => _autoDetectDialog.Log(log));
+    //
+    //             if (timeframe.Time.TotalMilliseconds > prevSeekTime + 250)
+    //             {
+    //                 Dispatcher.Invoke(() => SeekTo(timeframe.Time));
+    //                 prevSeekTime = timeframe.Time.TotalMilliseconds;
+    //                 if (!isValid) //Show frame anyway
+    //                 {
+    //                     Dispatcher.Invoke(() =>
+    //                     {
+    //                         Editor.RemoveAllAnns();
+    //                         Editor.Background = new ImageBrush
+    //                         {
+    //                             ImageSource = timeframe.Stream.OpenImage()
+    //                         };
+    //                     });
+    //                 }
+    //             }
+    //
+    //             if (!isValid)
+    //                 continue;
+    //
+    //             mediaInfo.HasAnnotations = true;
+    //             await ProcessDetection(timeframe, ".jpg", detections, token);
+    //             await timeframe.Stream.DisposeAsync();
+    //         }
+    //         catch (Exception ex)
+    //         {
+    //              _logger.LogError(ex, ex.Message);
+    //              await manualCancellationSource.CancelAsync();
+    //         }
+    //     }
+    // }
+
+    // private bool IsValidDetection(TimeSpan time, List<Detection> detections)
+    // {
+    //     // No AI detection, forbid
+    //     if (detections.Count == 0)
+    //         return false;
+    //
+    //     // Very first detection, allow
+    //     if (!_previousDetection.HasValue)
+    //         return true;
+    //
+    //     var prev = _previousDetection.Value;
+    //
+    //     // Time between detections is >= than Frame Recognition Seconds, allow
+    //     if (time >= prev.Time.Add(TimeSpan.FromSeconds(_appConfig.AIRecognitionConfig.FrameRecognitionSeconds)))
+    //         return true;
+    //
+    //     // Detection is earlier than previous + FrameRecognitionSeconds.
+    //     // Look to the detections more in detail
+    //
+    //     // More detected objects, allow
+    //     if (detections.Count > prev.Detections.Count)
+    //         return true;
+    //
+    //     foreach (var det in detections)
+    //     {
+    //         var point = new Point(det.CenterX, det.CenterY);
+    //         var closestObject = prev.Detections
+    //             .Select(p => new
+    //             {
+    //                 Point = p,
+    //                 Distance = point.SqrDistance(new Point(p.CenterX, p.CenterY))
+    //             })
+    //             .OrderBy(x => x.Distance)
+    //             .First();
+    //
+    //         // Closest object is farther than Tracking distance confidence, hence it's a different object, allow
+    //         if (closestObject.Distance > _appConfig.AIRecognitionConfig.TrackingDistanceConfidence)
+    //             return true;
+    //
+    //         // Since closest object within distance confidence, then it is tracking of the same object. Then if recognition probability for the object > increase from previous
+    //         if (det.Probability >= closestObject.Point.Probability + _appConfig.AIRecognitionConfig.TrackingProbabilityIncrease)
+    //             return true;
+    //     }
+    //
+    //     return false;
+    // }
+
+    private async Task ProcessDetection(AnnotationImage annotationImage, CancellationToken token = default)
     {
-        try
-        {
-            var fName = Path.GetFileNameWithoutExtension(mediaInfo.Path);
-            var stream = new FileStream(mediaInfo.Path, FileMode.Open);
-            var detections = await _aiDetector.Detect(fName, stream, token);
-            await ProcessDetection((TimeSpan.FromMilliseconds(0), stream), Path.GetExtension(mediaInfo.Path), detections, token);
-            if (detections.Count != 0)
-                mediaInfo.HasAnnotations = true;
-        }
-        catch (Exception e)
-        {
-            _logger.LogError(e, e.Message);
-            await manualCancellationSource.CancelAsync();
-        }
-    }
-
-    private async Task DetectVideo(MediaFileInfo mediaInfo, CancellationTokenSource manualCancellationSource, CancellationToken token)
-    {
-        var prevSeekTime = 0.0;
-        await foreach (var timeframe in _vlcFrameExtractor.ExtractFrames(mediaInfo.Path, token))
-        {
-            Console.WriteLine($"Detect time: {timeframe.Time}");
-            try
-            {
-                 var fName = _formState.GetTimeName(timeframe.Time);
-                 var detections = await _aiDetector.Detect(fName, timeframe.Stream, token);
-
-                 var isValid = IsValidDetection(timeframe.Time, detections);
-                 Console.WriteLine($"Detection time: {timeframe.Time}");
-
-                 var log = string.Join(Environment.NewLine, detections.Select(det =>
-                     $"{_appConfig.AnnotationConfig.DetectionClassesDict[det.ClassNumber].Name}: " +
-                     $"xy=({det.CenterX:F2},{det.CenterY:F2}), " +
-                     $"size=({det.Width:F2}, {det.Height:F2}), " +
-                     $"prob: {det.Probability:F1}%"));
-
-                 log = $"Detection time: {timeframe.Time}, Valid: {isValid}. {Environment.NewLine} {log}";
-                 Dispatcher.Invoke(() => _autoDetectDialog.Log(log));
-
-                if (timeframe.Time.TotalMilliseconds > prevSeekTime + 250)
-                {
-                    Dispatcher.Invoke(() => SeekTo(timeframe.Time));
-                    prevSeekTime = timeframe.Time.TotalMilliseconds;
-                    if (!isValid) //Show frame anyway
-                    {
-                        Dispatcher.Invoke(() =>
-                        {
-                            Editor.RemoveAllAnns();
-                            Editor.Background = new ImageBrush
-                            {
-                                ImageSource = timeframe.Stream.OpenImage()
-                            };
-                        });
-                    }
-                }
-
-                if (!isValid)
-                    continue;
-
-                mediaInfo.HasAnnotations = true;
-                await ProcessDetection(timeframe, ".jpg", detections, token);
-                await timeframe.Stream.DisposeAsync();
-            }
-            catch (Exception ex)
-            {
-                 _logger.LogError(ex, ex.Message);
-                 await manualCancellationSource.CancelAsync();
-            }
-        }
-    }
-
-    private bool IsValidDetection(TimeSpan time, List<Detection> detections)
-    {
-        // No AI detection, forbid
-        if (detections.Count == 0)
-            return false;
-
-        // Very first detection, allow
-        if (!_previousDetection.HasValue)
-            return true;
-
-        var prev = _previousDetection.Value;
-
-        // Time between detections is >= than Frame Recognition Seconds, allow
-        if (time >= prev.Time.Add(TimeSpan.FromSeconds(_appConfig.AIRecognitionConfig.FrameRecognitionSeconds)))
-            return true;
-
-        // Detection is earlier than previous + FrameRecognitionSeconds.
-        // Look to the detections more in detail
-
-        // More detected objects, allow
-        if (detections.Count > prev.Detections.Count)
-            return true;
-
-        foreach (var det in detections)
-        {
-            var point = new Point(det.CenterX, det.CenterY);
-            var closestObject = prev.Detections
-                .Select(p => new
-                {
-                    Point = p,
-                    Distance = point.SqrDistance(new Point(p.CenterX, p.CenterY))
-                })
-                .OrderBy(x => x.Distance)
-                .First();
-
-            // Closest object is farther than Tracking distance confidence, hence it's a different object, allow
-            if (closestObject.Distance > _appConfig.AIRecognitionConfig.TrackingDistanceConfidence)
-                return true;
-
-            // Since closest object within distance confidence, then it is tracking of the same object. Then if recognition probability for the object > increase from previous
-            if (det.Probability >= closestObject.Point.Probability + _appConfig.AIRecognitionConfig.TrackingProbabilityIncrease)
-                return true;
-        }
-
-        return false;
-    }
-
-    private async Task ProcessDetection((TimeSpan Time, Stream Stream) timeframe, string imageExtension, List<Detection> detections, CancellationToken token = default)
-    {
-        _previousDetection = (timeframe.Time, detections);
         await Dispatcher.Invoke(async () =>
         {
             try
             {
-                var fName = _formState.GetTimeName(timeframe.Time);
-
-                var annotation = await _annotationService.SaveAnnotation(fName, imageExtension, detections, SourceEnum.AI, timeframe.Stream, token);
+                var annotation = await _annotationService.SaveAnnotation(annotationImage, token);
 
                 Editor.Background = new ImageBrush { ImageSource = await annotation.ImagePath.OpenImage() };
                 Editor.RemoveAllAnns();
                 ShowAnnotations(annotation, true);
                 AddAnnotation(annotation);
 
-                var log = string.Join(Environment.NewLine, detections.Select(det =>
+                var log = string.Join(Environment.NewLine, annotation.Detections.Select(det =>
                     $"{_appConfig.AnnotationConfig.DetectionClassesDict[det.ClassNumber].Name}: " +
                     $"xy=({det.CenterX:F2},{det.CenterY:F2}), " +
                     $"size=({det.Width:F2}, {det.Height:F2}), " +

Azaion.Annotator/AnnotatorEventHandler.cs

@@ -2,11 +2,11 @@
 using System.Windows;
 using System.Windows.Input;
 using Azaion.Annotator.DTO;
-using Azaion.Common;
 using Azaion.Common.DTO;
 using Azaion.Common.DTO.Config;
 using Azaion.Common.DTO.Queue;
 using Azaion.Common.Events;
+using Azaion.Common.Extensions;
 using Azaion.Common.Services;
 using LibVLCSharp.Shared;
 using MediatR;
@@ -79,7 +79,7 @@ public class AnnotatorEventHandler(
         if (_keysControlEnumDict.TryGetValue(key, out var value))
             await ControlPlayback(value, cancellationToken);
 
-        if (key == Key.A)
+        if (key == Key.R)
             mainWindow.AutoDetect(null!, null!);
 
         #region Volume
@@ -228,7 +228,7 @@ public class AnnotatorEventHandler(
             return;
 
         var time = formState.BackgroundTime ?? TimeSpan.FromMilliseconds(mediaPlayer.Time);
-        var fName = formState.GetTimeName(time);
+        var fName = formState.VideoName.ToTimeName(time);
 
         var currentDetections = mainWindow.Editor.CurrentDetections
             .Select(x => new Detection(fName, x.GetLabel(mainWindow.Editor.RenderSize, formState.BackgroundTime.HasValue ? mainWindow.Editor.RenderSize : formState.CurrentVideoSize)))
@@ -267,7 +267,7 @@ public class AnnotatorEventHandler(
             File.Copy(formState.CurrentMedia.Path, imgPath, overwrite: true);
             NextMedia();
         }
-        var annotation = await annotationService.SaveAnnotation(fName, imageExtension, currentDetections, SourceEnum.Manual, token: cancellationToken);
+        var annotation = await annotationService.SaveAnnotation(formState.VideoName, time, imageExtension, currentDetections, SourceEnum.Manual, token: cancellationToken);
         mainWindow.AddAnnotation(annotation);
     }
 

Azaion.Annotator/Extensions/PointExtensions.cs

@@ -1,9 +0,0 @@
-using System.Windows;
-
-namespace Azaion.Annotator.Extensions;
-
-public static class PointExtensions
-{
-    public static double SqrDistance(this Point p1, Point p2) =>
-        (p2.X - p1.X) * (p2.X - p1.X) + (p2.Y - p1.Y) * (p2.Y - p1.Y);
-}

Azaion.Annotator/Extensions/VLCFrameExtractor.cs

@@ -1,130 +0,0 @@
-using System.Collections.Concurrent;
-using System.IO;
-using System.Runtime.CompilerServices;
-using System.Runtime.InteropServices;
-using Azaion.Common.DTO.Config;
-using LibVLCSharp.Shared;
-using Microsoft.Extensions.Options;
-using SkiaSharp;
-
-namespace Azaion.Annotator.Extensions;
-
-public class VLCFrameExtractor(LibVLC libVLC, IOptions<AIRecognitionConfig> config)
-{
-    private const uint RGBA_BYTES = 4;
-    private const int PLAYBACK_RATE = 4;
-
-    private uint _pitch; // Number of bytes per "line", aligned to x32.
-    private uint _lines; // Number of lines in the buffer, aligned to x32.
-    private uint _width; // Thumbnail width
-    private uint _height; // Thumbnail height
-
-    private MediaPlayer _mediaPlayer = null!;
-
-    private TimeSpan _lastFrameTimestamp;
-    private long _lastFrame;
-
-    private static uint Align32(uint size)
-    {
-        if (size % 32 == 0)
-            return size;
-        return (size / 32 + 1) * 32;// Align on the next multiple of 32
-    }
-
-    private static SKBitmap? _currentBitmap;
-    private static readonly ConcurrentQueue<FrameInfo> FramesQueue = new();
-    private static long _frameCounter;
-
-    public async IAsyncEnumerable<(TimeSpan Time, Stream Stream)> ExtractFrames(string mediaPath,
-        [EnumeratorCancellation] CancellationToken manualCancellationToken = default)
-    {
-        var videoFinishedCancellationSource = new CancellationTokenSource();
-
-        _mediaPlayer = new MediaPlayer(libVLC);
-        _mediaPlayer.Stopped += (s, e) => videoFinishedCancellationSource.CancelAfter(1);
-
-        using var media = new Media(libVLC, mediaPath);
-        await media.Parse(cancellationToken: videoFinishedCancellationSource.Token);
-        var videoTrack = media.Tracks.FirstOrDefault(x => x.Data.Video.Width != 0);
-        _width = videoTrack.Data.Video.Width;
-        _height = videoTrack.Data.Video.Height;
-
-        _pitch = Align32(_width * RGBA_BYTES);
-        _lines = Align32(_height);
-        _mediaPlayer.SetRate(PLAYBACK_RATE);
-
-        media.AddOption(":no-audio");
-        _mediaPlayer.SetVideoFormat("RV32", _width, _height, _pitch);
-        _mediaPlayer.SetVideoCallbacks(Lock, null, Display);
-
-        _mediaPlayer.Play(media);
-        _frameCounter = 0;
-        var surface = SKSurface.Create(new SKImageInfo((int) _width, (int) _height));
-        var videoFinishedCT = videoFinishedCancellationSource.Token;
-
-        while ( !(FramesQueue.IsEmpty && videoFinishedCT.IsCancellationRequested || manualCancellationToken.IsCancellationRequested))
-        {
-            if (FramesQueue.TryDequeue(out var frameInfo))
-            {
-                if (frameInfo.Bitmap == null)
-                    continue;
-
-                surface.Canvas.DrawBitmap(frameInfo.Bitmap, 0, 0); // Effectively crops the original bitmap to get only the visible area
-
-                using var outputImage = surface.Snapshot();
-                using var data = outputImage.Encode(SKEncodedImageFormat.Jpeg, 85);
-                var ms = new MemoryStream();
-                data.SaveTo(ms);
-
-                yield return (frameInfo.Time, ms);
-
-                frameInfo.Bitmap?.Dispose();
-            }
-            else
-            {
-                await Task.Delay(TimeSpan.FromSeconds(1), videoFinishedCT);
-            }
-        }
-        FramesQueue.Clear(); //clear queue in case of manual stop
-        _mediaPlayer.Stop();
-        _mediaPlayer.Dispose();
-    }
-
-    private IntPtr Lock(IntPtr opaque, IntPtr planes)
-    {
-        _currentBitmap = new SKBitmap(new SKImageInfo((int)(_pitch / RGBA_BYTES), (int)_lines, SKColorType.Bgra8888));
-        Marshal.WriteIntPtr(planes, _currentBitmap.GetPixels());
-        return IntPtr.Zero;
-    }
-
-    private void Display(IntPtr opaque, IntPtr picture)
-    {
-        var playerTime = TimeSpan.FromMilliseconds(_mediaPlayer.Time);
-        if (_lastFrameTimestamp != playerTime)
-        {
-            _lastFrame = _frameCounter;
-            _lastFrameTimestamp = playerTime;
-        }
-
-        if (_frameCounter > 20 && _frameCounter % config.Value.FramePeriodRecognition == 0)
-        {
-            var msToAdd = (_frameCounter - _lastFrame) * (_lastFrame == 0 ? 0 : _lastFrameTimestamp.TotalMilliseconds / _lastFrame);
-            var time = _lastFrameTimestamp.Add(TimeSpan.FromMilliseconds(msToAdd));
-
-            FramesQueue.Enqueue(new FrameInfo(time, _currentBitmap));
-        }
-        else
-        {
-            _currentBitmap?.Dispose();
-        }
-
-        _currentBitmap = null;
-        _frameCounter++;
-    }
-}
-
-public class FrameInfo(TimeSpan time, SKBitmap? bitmap)
-{
-    public TimeSpan Time { get; set; } = time;
-    public SKBitmap? Bitmap { get; set; } = bitmap;
-}

Azaion.Annotator/YOLODetector.cs

@@ -1,87 +0,0 @@
-using System.Diagnostics;
-using System.IO;
-using Azaion.Annotator.Extensions;
-using Azaion.Common.DTO;
-using Azaion.Common.DTO.Config;
-using Azaion.CommonSecurity.Services;
-using Compunet.YoloV8;
-using Microsoft.Extensions.Options;
-using SixLabors.ImageSharp;
-using SixLabors.ImageSharp.PixelFormats;
-using Detection = Azaion.Common.DTO.Detection;
-
-namespace Azaion.Annotator;
-
-public interface IAIDetector
-{
-    Task<List<Detection>> Detect(string fName, Stream imageStream, CancellationToken cancellationToken = default);
-}
-
-public class YOLODetector(IOptions<AIRecognitionConfig> recognitionConfig, IResourceLoader resourceLoader) : IAIDetector, IDisposable
-{
-    private readonly AIRecognitionConfig _recognitionConfig = recognitionConfig.Value;
-    private YoloPredictor? _predictor;
-    private const string YOLO_MODEL = "azaion.onnx";
-
-
-    public async Task<List<Detection>> Detect(string fName, Stream imageStream, CancellationToken cancellationToken)
-    {
-        if (_predictor == null)
-        {
-            await using var stream = await resourceLoader.Load(YOLO_MODEL, cancellationToken);
-            _predictor = new YoloPredictor(stream.ToArray());
-        }
-
-        imageStream.Seek(0, SeekOrigin.Begin);
-
-        using var image = Image.Load<Rgb24>(imageStream);
-        var result = await _predictor.DetectAsync(image);
-        var imageSize = new System.Windows.Size(image.Width, image.Height);
-        var detections = result.Select(d =>
-        {
-            var label = new YoloLabel(new CanvasLabel(d.Name.Id, d.Bounds.X, d.Bounds.Y, d.Bounds.Width, d.Bounds.Height), imageSize, imageSize);
-            return new Detection(fName, label, (double?)d.Confidence * 100);
-        }).ToList();
-
-        return FilterOverlapping(detections);
-    }
-
-    private List<Detection> FilterOverlapping(List<Detection> detections)
-    {
-        var k = _recognitionConfig.TrackingIntersectionThreshold;
-        var filteredDetections = new List<Detection>();
-        for (var i = 0; i < detections.Count; i++)
-        {
-            var detectionSelected = false;
-            for (var j = i + 1; j < detections.Count; j++)
-            {
-                var intersect = detections[i].ToRectangle();
-                intersect.Intersect(detections[j].ToRectangle());
-
-                var maxArea = Math.Max(detections[i].ToRectangle().Area(), detections[j].ToRectangle().Area());
-                if (!(intersect.Area() > k * maxArea)) 
-                    continue;
-
-                if (detections[i].Probability > detections[j].Probability)
-                {
-                    filteredDetections.Add(detections[i]);
-                    detections.RemoveAt(j);
-                }
-                else
-                {
-                    filteredDetections.Add(detections[j]);
-                    detections.RemoveAt(i);
-                }
-                detectionSelected = true;
-                break;
-            }
-
-            if (!detectionSelected)
-                filteredDetections.Add(detections[i]);
-        }
-
-        return filteredDetections;
-    }
-
-    public void Dispose() => _predictor?.Dispose();
-}

Azaion.Common/DTO/Config/AIRecognitionConfig.cs

@@ -1,10 +1,15 @@
+using MessagePack;
+
 namespace Azaion.Common.DTO.Config;
 
+[MessagePackObject]
 public class AIRecognitionConfig
 {
-    public double FrameRecognitionSeconds { get; set; }
-    public double TrackingDistanceConfidence { get; set; }
-    public double TrackingProbabilityIncrease { get; set; }
-    public double TrackingIntersectionThreshold { get; set; }
-    public int FramePeriodRecognition { get; set; }
+    [Key("FrameRecognitionSeconds")] public double FrameRecognitionSeconds { get; set; }
+
+    [Key("TrackingDistanceConfidence")] public double TrackingDistanceConfidence { get; set; }
+    [Key("TrackingProbabilityIncrease")] public double TrackingProbabilityIncrease { get; set; }
+    [Key("TrackingIntersectionThreshold")] public double TrackingIntersectionThreshold { get; set; }
+    [Key("FramePeriodRecognition")] public int FramePeriodRecognition { get; set; }
+    [Key("Data")] public byte[] Data { get; set; }
 }

Azaion.Common/DTO/Config/AppConfig.cs

@@ -8,8 +8,6 @@ namespace Azaion.Common.DTO.Config;
 
 public class AppConfig
 {
-    public ApiConfig ApiConfig { get; set; } = null!;
-
     public QueueConfig QueueConfig { get; set; } = null!;
 
     public DirectoriesConfig DirectoriesConfig { get; set; } = null!;
@@ -39,13 +37,6 @@ public class ConfigUpdater : IConfigUpdater
 
         var appConfig = new AppConfig
         {
-            ApiConfig = new ApiConfig
-            {
-                Url = SecurityConstants.DEFAULT_API_URL,
-                RetryCount = SecurityConstants.DEFAULT_API_RETRY_COUNT,
-                TimeoutSeconds = SecurityConstants.DEFAULT_API_TIMEOUT_SECONDS
-            },
-
             AnnotationConfig = new AnnotationConfig
             {
                 AnnotationClasses = Constants.DefaultAnnotationClasses,

Azaion.Common/DTO/FormState.cs

@@ -16,6 +16,4 @@ public class FormState
     public int CurrentVolume { get; set; } = 100;
     public ObservableCollection<AnnotationResult> AnnotationResults { get; set; } = [];
     public WindowEnum ActiveWindow { get; set; }
-
-    public string GetTimeName(TimeSpan? ts) => $"{VideoName}_{ts:hmmssf}";
 }

Azaion.Common/DTO/Label.cs

@@ -1,18 +1,18 @@
 using System.Drawing;
 using System.Globalization;
 using System.IO;
+using MessagePack;
 using Newtonsoft.Json;
 using Size = System.Windows.Size;
 
 namespace Azaion.Common.DTO;
 
+[MessagePackObject]
 public abstract class Label
 {
-    [JsonProperty(PropertyName = "cl")] public int ClassNumber { get; set; }
+    [JsonProperty(PropertyName = "cl")][Key("c")] public int ClassNumber { get; set; }
 
-    protected Label()
-    {
-    }
+    protected Label() { }
 
     protected Label(int classNumber)
     {
@@ -79,15 +79,16 @@ public class CanvasLabel : Label
     }
 }
 
+[MessagePackObject]
 public class YoloLabel : Label
 {
-    [JsonProperty(PropertyName = "x")] public double CenterX { get; set; }
+    [JsonProperty(PropertyName = "x")][Key("x")] public double CenterX { get; set; }
 
-    [JsonProperty(PropertyName = "y")] public double CenterY { get; set; }
+    [JsonProperty(PropertyName = "y")][Key("y")] public double CenterY { get; set; }
 
-    [JsonProperty(PropertyName = "w")] public double Width { get; set; }
+    [JsonProperty(PropertyName = "w")][Key("w")] public double Width { get; set; }
 
-    [JsonProperty(PropertyName = "h")] public double Height { get; set; }
+    [JsonProperty(PropertyName = "h")][Key("h")] public double Height { get; set; }
 
     public YoloLabel()
     {
@@ -184,12 +185,13 @@ public class YoloLabel : Label
     public override string ToString() => $"{ClassNumber} {CenterX:F5} {CenterY:F5} {Width:F5} {Height:F5}".Replace(',', '.');
 }
 
+[MessagePackObject]
 public class Detection : YoloLabel
 {
-    public string AnnotationName { get; set; } = null!;
-    public double? Probability { get; set; }
+    [IgnoreMember]public string AnnotationName { get; set; } = null!;
+    [Key("p")]    public double? Probability { get; set; }
 
-    //For db
+    //For db & serialization
     public Detection(){}
 
     public Detection(string annotationName, YoloLabel label, double? probability = null)

Azaion.Common/DTO/MediaFileInfo.cs

@@ -1,4 +1,6 @@
-namespace Azaion.Common.DTO;
+using Azaion.Common.Extensions;
+
+namespace Azaion.Common.DTO;
 
 public class MediaFileInfo
 {
@@ -9,5 +11,5 @@ public class MediaFileInfo
     public bool       HasAnnotations  { get; set; }
     public MediaTypes MediaType { get; set; }
 
-    public string FName => System.IO.Path.GetFileNameWithoutExtension(Name).Replace(" ", "");
+    public string FName => Name.ToFName();
 }

Azaion.Common/DTO/Queue/AnnotationCreatedMessage.cs

@@ -7,15 +7,17 @@ using MessagePack;
 [MessagePackObject]
 public class AnnotationCreatedMessage
 {
-    [Key(0)] public DateTime         CreatedDate    { get; set; }
-    [Key(1)] public string           Name           { get; set; } = null!;
-    [Key(2)] public string           ImageExtension { get; set; } = null!;
-    [Key(3)] public string           Detections     { get; set; } = null!;
-    [Key(4)] public byte[]           Image          { get; set; } = null!;
-    [Key(5)] public RoleEnum         CreatedRole    { get; set; }
-    [Key(6)] public string           CreatedEmail   { get; set; } = null!;
-    [Key(7)] public SourceEnum       Source         { get; set; }
-    [Key(8)] public AnnotationStatus Status         { get; set; }
+    [Key(0)] public DateTime         CreatedDate       { get; set; }
+    [Key(1)] public string           Name              { get; set; } = null!;
+    [Key(2)] public string           OriginalMediaName { get; set; } = null!;
+    [Key(3)] public TimeSpan         Time              { get; set; }
+    [Key(4)] public string           ImageExtension    { get; set; } = null!;
+    [Key(5)] public string           Detections        { get; set; } = null!;
+    [Key(6)] public byte[]           Image             { get; set; } = null!;
+    [Key(7)] public RoleEnum         CreatedRole       { get; set; }
+    [Key(8)] public string           CreatedEmail      { get; set; } = null!;
+    [Key(9)] public SourceEnum       Source            { get; set; }
+    [Key(10)] public AnnotationStatus Status            { get; set; }
 }
 
 [MessagePackObject]

Azaion.Common/Database/Annotation.cs

@@ -3,9 +3,11 @@ using Azaion.Common.DTO;
 using Azaion.Common.DTO.Config;
 using Azaion.Common.DTO.Queue;
 using Azaion.CommonSecurity.DTO;
+using MessagePack;
 
 namespace Azaion.Common.Database;
 
+[MessagePackObject]
 public class Annotation
 {
     private static string _labelsDir = null!;
@@ -19,53 +21,36 @@ public class Annotation
         _thumbDir = config.ThumbnailsDirectory;
     }
 
-    public string           Name             { get; set; } = null!;
-    public string           ImageExtension   { get; set; } = null!;
-    public DateTime         CreatedDate      { get; set; }
-    public string           CreatedEmail     { get; set; } = null!;
-    public RoleEnum         CreatedRole      { get; set; }
-    public SourceEnum       Source           { get; set; }
-    public AnnotationStatus AnnotationStatus { get; set; }
+    [IgnoreMember]public string                 Name              { get; set; } = null!;
+    [IgnoreMember]public string                 OriginalMediaName { get; set; } = null!;
+    [IgnoreMember]public TimeSpan               Time              { get; set; }
+    [IgnoreMember]public string                 ImageExtension    { get; set; } = null!;
+    [IgnoreMember]public DateTime               CreatedDate       { get; set; }
+    [IgnoreMember]public string                 CreatedEmail      { get; set; } = null!;
+    [IgnoreMember]public RoleEnum               CreatedRole       { get; set; }
+    [IgnoreMember]public SourceEnum             Source            { get; set; }
+    [IgnoreMember]public AnnotationStatus       AnnotationStatus  { get; set; }
 
-    public IEnumerable<Detection> Detections { get; set; } = null!;
+    [Key("d")] public IEnumerable<Detection>    Detections        { get; set; } = null!;
+    [Key("t")] public long                      Milliseconds      { get; set; }
 
-    public double           Lat              { get; set; }
-    public double           Lon              { get; set; }
+    [Key("lat")]public double                   Lat               { get; set; }
+    [Key("lon")]public double                   Lon               { get; set; }
 
     #region Calculated
-    public List<int>        Classes => Detections.Select(x => x.ClassNumber).ToList();
-    public string           ImagePath => Path.Combine(_imagesDir, $"{Name}{ImageExtension}");
-    public string           LabelPath => Path.Combine(_labelsDir, $"{Name}.txt");
-    public string           ThumbPath => Path.Combine(_thumbDir, $"{Name}{Constants.THUMBNAIL_PREFIX}.jpg");
-    public string           OriginalMediaName => $"{Name[..^7]}";
+    [IgnoreMember]public List<int>        Classes => Detections.Select(x => x.ClassNumber).ToList();
+    [IgnoreMember]public string           ImagePath => Path.Combine(_imagesDir, $"{Name}{ImageExtension}");
+    [IgnoreMember]public string           LabelPath => Path.Combine(_labelsDir, $"{Name}.txt");
+    [IgnoreMember]public string           ThumbPath => Path.Combine(_thumbDir, $"{Name}{Constants.THUMBNAIL_PREFIX}.jpg");
 
-    private TimeSpan?       _time;
-    public TimeSpan         Time
-    {
-        get
-        {
-            if (_time.HasValue)
-                return _time.Value;
-
-            var timeStr = Name.Split("_").LastOrDefault();
-
-            //For some reason, TimeSpan.ParseExact doesn't work on every platform.
-            if (!string.IsNullOrEmpty(timeStr) &&
-                timeStr.Length == 6 &&
-                int.TryParse(timeStr[..1], out var hours) &&
-                int.TryParse(timeStr[1..3], out var minutes) &&
-                int.TryParse(timeStr[3..5], out var seconds) &&
-                int.TryParse(timeStr[5..], out var milliseconds))
-                return new TimeSpan(0, hours, minutes, seconds, milliseconds * 100);
-
-            _time = TimeSpan.FromSeconds(0);
-            return _time.Value;
-        }
-    }
     #endregion Calculated
 }
 
-
+[MessagePackObject]
+public class AnnotationImage : Annotation
+{
+    [Key("i")] public byte[] Image { get; set; }
+}
 
 public enum AnnotationStatus
 {

Azaion.Common/Database/DbFactory.cs

@@ -117,16 +117,19 @@ public static class AnnotationsDbSchemaHolder
         MappingSchema = new MappingSchema();
         var builder = new FluentMappingBuilder(MappingSchema);
 
-        builder.Entity<Annotation>()
-            .HasTableName(Constants.ANNOTATIONS_TABLENAME)
+        var annotationBuilder = builder.Entity<Annotation>();
+        annotationBuilder.HasTableName(Constants.ANNOTATIONS_TABLENAME)
             .HasPrimaryKey(x => x.Name)
-            .Ignore(x => x.Time)
+            .Association(a => a.Detections, (a, d) => a.Name == d.AnnotationName)
+            .Property(x => x.Time).HasDataType(DataType.Int64).HasConversion(ts => ts.Ticks, t => new TimeSpan(t));
+
+        annotationBuilder
+            .Ignore(x => x.Milliseconds)
+            .Ignore(x => x.Classes)
             .Ignore(x => x.Classes)
             .Ignore(x => x.ImagePath)
             .Ignore(x => x.LabelPath)
-            .Ignore(x => x.ThumbPath)
-            .Ignore(x => x.OriginalMediaName)
-            .Association(a => a.Detections, (a, d) => a.Name == d.AnnotationName);
+            .Ignore(x => x.ThumbPath);
 
         builder.Entity<Detection>()
             .HasTableName(Constants.DETECTIONS_TABLENAME);

Azaion.Common/Extensions/ParallelExt.cs

@@ -24,7 +24,7 @@ public class ParallelExt
                 return Task.CompletedTask;
             }
         };
-        var threadsCount = (int)(Environment.ProcessorCount * parallelOptions.CpuUtilPercent / 100.0);
+        var threadsCount = (int)Math.Round(Environment.ProcessorCount * parallelOptions.CpuUtilPercent / 100.0);
 
         var processedCount = 0;
         var chunkSize = Math.Max(1, (int)(source.Count / (decimal)threadsCount));

Azaion.Common/Extensions/StringExtensions.cs

@@ -0,0 +1,12 @@
+using System.IO;
+
+namespace Azaion.Common.Extensions;
+
+public static class StringExtensions
+{
+    public static string ToFName(this string path) =>
+        Path.GetFileNameWithoutExtension(path).Replace(" ", "");
+
+    public static string ToTimeName(this string fName, TimeSpan? ts) =>
+        $"{fName}_{ts:hmmssf}";
+}

Azaion.Common/Services/AnnotationService.cs

@@ -22,29 +22,31 @@ namespace Azaion.Common.Services;
 
 public class AnnotationService : INotificationHandler<AnnotationsDeletedEvent>
 {
-    private readonly AzaionApiClient _apiClient;
     private readonly IDbFactory _dbFactory;
     private readonly FailsafeAnnotationsProducer _producer;
     private readonly IGalleryService _galleryService;
     private readonly IMediator _mediator;
     private readonly IHardwareService _hardwareService;
+    private readonly IAuthProvider _authProvider;
     private readonly QueueConfig _queueConfig;
     private Consumer _consumer = null!;
 
-    public AnnotationService(AzaionApiClient apiClient,
+    public AnnotationService(
+        IResourceLoader resourceLoader,
         IDbFactory dbFactory,
         FailsafeAnnotationsProducer producer,
         IOptions<QueueConfig> queueConfig,
         IGalleryService galleryService,
         IMediator mediator,
-        IHardwareService hardwareService)
+        IHardwareService hardwareService,
+        IAuthProvider authProvider)
     {
-        _apiClient = apiClient;
         _dbFactory = dbFactory;
         _producer = producer;
         _galleryService = galleryService;
         _mediator = mediator;
         _hardwareService = hardwareService;
+        _authProvider = authProvider;
         _queueConfig = queueConfig.Value;
 
         Task.Run(async () => await Init()).Wait();
@@ -73,7 +75,8 @@ public class AnnotationService : INotificationHandler<AnnotationsDeletedEvent>
 
                 await SaveAnnotationInner(
                     msg.CreatedDate,
-                    msg.Name,
+                    msg.OriginalMediaName,
+                    msg.Time,
                     msg.ImageExtension,
                     JsonConvert.DeserializeObject<List<Detection>>(msg.Detections) ?? [],
                     msg.Source,
@@ -98,36 +101,39 @@ public class AnnotationService : INotificationHandler<AnnotationsDeletedEvent>
         });
     }
 
-    //AI / Manual
-    public async Task<Annotation> SaveAnnotation(string fName, string imageExtension, List<Detection> detections, SourceEnum source, Stream? stream = null, CancellationToken token = default) =>
-        await SaveAnnotationInner(DateTime.UtcNow, fName, imageExtension, detections, source, stream, _apiClient.User.Role, _apiClient.User.Email, generateThumbnail: true, token);
+    //AI
+    public async Task<Annotation> SaveAnnotation(AnnotationImage a, CancellationToken cancellationToken = default)
+    {
+        a.Time = TimeSpan.FromMilliseconds(a.Milliseconds);
+        a.Name = a.OriginalMediaName.ToTimeName(a.Time);
+        return await SaveAnnotationInner(DateTime.Now, a.OriginalMediaName, a.Time, ".jpg", a.Detections.ToList(),
+            a.Source, new MemoryStream(a.Image), a.CreatedRole, a.CreatedEmail, generateThumbnail: true, cancellationToken);
+    }
 
     //Manual
+    public async Task<Annotation> SaveAnnotation(string originalMediaName, TimeSpan time, string imageExtension, List<Detection> detections, SourceEnum source, Stream? stream = null, CancellationToken token = default) =>
+        await SaveAnnotationInner(DateTime.UtcNow, originalMediaName, time, imageExtension, detections, source, stream,
+            _authProvider.CurrentUser.Role, _authProvider.CurrentUser.Email, generateThumbnail: true, token);
+
+    //Manual Validate existing
     public async Task ValidateAnnotation(Annotation annotation, CancellationToken token = default) =>
-        await SaveAnnotationInner(DateTime.UtcNow, annotation.Name, annotation.ImageExtension, annotation.Detections.ToList(), SourceEnum.Manual, null, _apiClient.User.Role, _apiClient.User.Email,
-            generateThumbnail: false, token);
+        await SaveAnnotationInner(DateTime.UtcNow, annotation.OriginalMediaName, annotation.Time, annotation.ImageExtension, annotation.Detections.ToList(), SourceEnum.Manual, null,
+            _authProvider.CurrentUser.Role, _authProvider.CurrentUser.Email, generateThumbnail: false, token);
 
-    // //Queue (only from operators)
-    // public async Task Consume(AnnotationCreatedMessage message, CancellationToken cancellationToken = default)
-    // {
-    //
-    // }
-
-    private async Task<Annotation> SaveAnnotationInner(DateTime createdDate, string fName, string imageExtension, List<Detection> detections, SourceEnum source, Stream? stream,
+    private async Task<Annotation> SaveAnnotationInner(DateTime createdDate, string originalMediaName, TimeSpan time, string imageExtension, List<Detection> detections, SourceEnum source, Stream? stream,
         RoleEnum userRole,
         string createdEmail,
         bool generateThumbnail = false,
         CancellationToken token = default)
     {
-        //Flow for roles:
-        // Operator or (AI from any role) -> Created
-        // Validator, Admin & Manual -> Validated
 
         AnnotationStatus status;
-
+        var fName = originalMediaName.ToTimeName(time);
         var annotation = await _dbFactory.Run(async db =>
         {
             var ann = await db.Annotations.FirstOrDefaultAsync(x => x.Name == fName, token: token);
+            // Manual Save from Validators -> Validated
+            // otherwise Created
             status = userRole.IsValidator() && source == SourceEnum.Manual
                 ? AnnotationStatus.Validated
                 : AnnotationStatus.Created;
@@ -149,6 +155,8 @@ public class AnnotationService : INotificationHandler<AnnotationsDeletedEvent>
                 {
                     CreatedDate = createdDate,
                     Name = fName,
+                    OriginalMediaName = originalMediaName,
+                    Time = time,
                     ImageExtension = imageExtension,
                     CreatedEmail = createdEmail,
                     CreatedRole = userRole,

Azaion.Common/Services/FailsafeProducer.cs

@@ -76,7 +76,7 @@ public class FailsafeAnnotationsProducer
                             await _annotationConfirmProducer.Send(validatedMessages, CompressionType.Gzip);
 
                         await _dbFactory.Run(async db =>
-                            await db.AnnotationsQueue.DeleteAsync(aq => messagesChunk.Any(x => aq.Name == x.Name), token: cancellationToken));
+                            await db.AnnotationsQueue.DeleteAsync(aq => messagesChunk.Any(x => aq.Name == x.OriginalMediaName), token: cancellationToken));
                         sent = true;
                     }
                     catch (Exception e)
@@ -106,7 +106,8 @@ public class FailsafeAnnotationsProducer
                 var annCreateMessage = new AnnotationCreatedMessage
                 {
                     Name = annotation.Name,
-
+                    OriginalMediaName = annotation.OriginalMediaName,
+                    Time = annotation.Time,
                     CreatedRole = annotation.CreatedRole,
                     CreatedEmail = annotation.CreatedEmail,
                     CreatedDate = annotation.CreatedDate,

Azaion.Common/Services/GalleryService.cs

@@ -8,6 +8,7 @@ using Azaion.Common.Database;
 using Azaion.Common.DTO;
 using Azaion.Common.DTO.Config;
 using Azaion.Common.DTO.Queue;
+using Azaion.Common.Extensions;
 using Azaion.CommonSecurity.DTO;
 using LinqToDB;
 using LinqToDB.Data;
@@ -75,7 +76,6 @@ public class GalleryService(
         var missedAnnotations = new ConcurrentBag<Annotation>();
         try
         {
-
             var prefixLen = Constants.THUMBNAIL_PREFIX.Length;
 
             var thumbnails = ThumbnailsDirectory.GetFiles()
@@ -105,9 +105,37 @@ public class GalleryService(
                         return;
 
                     var detections = (await YoloLabel.ReadFromFile(labelName, cancellationToken)).Select(x => new Detection(fName, x)).ToList();
+
+                    //get names and time
+                    var fileName = Path.GetFileNameWithoutExtension(file.Name);
+                    var strings = fileName.Split("_");
+                    var timeStr = strings.LastOrDefault();
+
+                    string originalMediaName;
+                    TimeSpan time;
+
+                    //For some reason, TimeSpan.ParseExact doesn't work on every platform.
+                    if (!string.IsNullOrEmpty(timeStr) &&
+                        timeStr.Length == 6 &&
+                        int.TryParse(timeStr[..1], out var hours) &&
+                        int.TryParse(timeStr[1..3], out var minutes) &&
+                        int.TryParse(timeStr[3..5], out var seconds) &&
+                        int.TryParse(timeStr[5..], out var milliseconds))
+                    {
+                        time = new TimeSpan(0, hours, minutes, seconds, milliseconds * 100);
+                        originalMediaName = fileName[..^7];
+                    }
+                    else
+                    {
+                        originalMediaName = fileName;
+                        time = TimeSpan.FromSeconds(0);
+                    }
+
                     var annotation = new Annotation
                     {
-                        Name = fName,
+                        Time = time,
+                        OriginalMediaName = originalMediaName,
+                        Name = file.Name.ToFName(),
                         ImageExtension = Path.GetExtension(file.Name),
                         Detections = detections,
                         CreatedDate = File.GetCreationTimeUtc(file.FullName),
@@ -129,18 +157,22 @@ public class GalleryService(
                     logger.LogError(e, $"Failed to generate thumbnail for {file.Name}! Error: {e.Message}");
                 }
             },
-                new ParallelOptions
+            new ParallelOptions
+            {
+                ProgressFn = async num =>
                 {
-                    ProgressFn = async num =>
-                    {
-                        Console.WriteLine($"Processed {num} item by Thread {Environment.CurrentManagedThreadId}");
-                        ProcessedThumbnailsPercentage = imagesCount == 0 ? 0 : Math.Min(100, num * 100 / (double)imagesCount);
-                        ThumbnailsUpdate?.Invoke(ProcessedThumbnailsPercentage);
-                        await Task.CompletedTask;
-                    },
-                    CpuUtilPercent = 100,
-                    ProgressUpdateInterval = 200
-                });
+                    Console.WriteLine($"Processed {num} item by Thread {Environment.CurrentManagedThreadId}");
+                    ProcessedThumbnailsPercentage = imagesCount == 0 ? 0 : Math.Min(100, num * 100 / (double)imagesCount);
+                    ThumbnailsUpdate?.Invoke(ProcessedThumbnailsPercentage);
+                    await Task.CompletedTask;
+                },
+                CpuUtilPercent = 100,
+                ProgressUpdateInterval = 200
+            });
+        }
+        catch (Exception e)
+        {
+            logger.LogError(e, $"Failed to refresh thumbnails! Error: {e.Message}");
         }
         finally
         {

Azaion.Common/Services/InferenceService.cs

@@ -0,0 +1,53 @@
+using System.Text;
+using Azaion.Common.Database;
+using Azaion.Common.DTO.Config;
+using Azaion.CommonSecurity;
+using Azaion.CommonSecurity.DTO.Commands;
+using Azaion.CommonSecurity.Services;
+using MessagePack;
+using Microsoft.Extensions.Logging;
+using Microsoft.Extensions.Options;
+using NetMQ;
+using NetMQ.Sockets;
+
+namespace Azaion.Common.Services;
+
+public interface IInferenceService
+{
+    Task RunInference(string mediaPath,  Func<AnnotationImage, CancellationToken, Task> processAnnotation, CancellationToken ct = default);
+}
+
+public class PythonInferenceService(ILogger<PythonInferenceService> logger, IOptions<AIRecognitionConfig> aiConfigOptions) : IInferenceService
+{
+    public async Task RunInference(string mediaPath, Func<AnnotationImage, CancellationToken, Task> processAnnotation, CancellationToken ct = default)
+    {
+        using var dealer = new DealerSocket();
+        var clientId = Guid.NewGuid();
+        dealer.Options.Identity = Encoding.UTF8.GetBytes(clientId.ToString("N"));
+        dealer.Connect($"tcp://{SecurityConstants.ZMQ_HOST}:{SecurityConstants.ZMQ_PORT}");
+
+        var data = MessagePackSerializer.Serialize(aiConfigOptions.Value);
+        dealer.SendFrame(MessagePackSerializer.Serialize(new RemoteCommand(CommandType.Inference, mediaPath, data)));
+
+        while (true)
+        {
+            byte[] bytes = [];
+            try
+            {
+                var annotationStream = dealer.Get<AnnotationImage>(out bytes);
+                if (annotationStream == null)
+                {
+                    if (bytes.Length == 4 && Encoding.UTF8.GetString(bytes) == "DONE")
+                        break;
+                    continue;
+                }
+
+                await processAnnotation(annotationStream, ct);
+            }
+            catch (Exception e)
+            {
+                logger.LogError(e, e.Message);
+            }
+        }
+    }
+}

Azaion.CommonSecurity/DTO/ApiConfig.cs

@@ -1,9 +0,0 @@
-namespace Azaion.CommonSecurity.DTO;
-
-public class ApiConfig
-{
-    public string Url { get; set; } = null!;
-    public int RetryCount {get;set;}
-    public double TimeoutSeconds { get; set; }
-    public string ResourcesFolder { get; set; } = "";
-}

Azaion.CommonSecurity/DTO/Commands/FileCommand.cs

@@ -1,24 +0,0 @@
-using MessagePack;
-
-namespace Azaion.CommonSecurity.DTO.Commands;
-
-[MessagePackObject]
-public class FileCommand
-{
-    [Key("CommandType")]
-    public CommandType CommandType { get; set; }
-
-    [Key("Filename")]
-    public string Filename { get; set; }
-
-    [Key("Data")]
-    public byte[] Data { get; set; }
-
-}
-
-public enum CommandType
-{
-    None = 0,
-    Inference = 1,
-    Load = 2
-}

Azaion.CommonSecurity/DTO/Commands/RemoteCommand.cs

@@ -0,0 +1,24 @@
+using MessagePack;
+
+namespace Azaion.CommonSecurity.DTO.Commands;
+
+[MessagePackObject]
+public class RemoteCommand(CommandType commandType, string? filename = null, byte[]? data = null)
+{
+    [Key("CommandType")]
+    public CommandType CommandType { get; set; } = commandType;
+
+    [Key("Filename")]
+    public string? Filename { get; set; } = filename;
+
+    [Key("Data")]
+    public byte[]? Data { get; set; } = data;
+}
+
+public enum CommandType
+{
+    None = 0,
+    Inference = 1,
+    Load = 2,
+    GetUser = 3
+}

Azaion.CommonSecurity/DTO/SecureAppConfig.cs

@@ -1,6 +0,0 @@
-namespace Azaion.CommonSecurity.DTO;
-
-public class SecureAppConfig
-{
-    public ApiConfig ApiConfig { get; set; } = null!;
-}

Azaion.CommonSecurity/DTO/User.cs

@@ -1,21 +1,11 @@
-using System.Security.Claims;
+using MessagePack;
 
 namespace Azaion.CommonSecurity.DTO;
 
+[MessagePackObject]
 public class User
 {
-    public Guid Id { get; set; }
-    public string Email { get; set; }
-    public RoleEnum Role { get; set; }
-
-    public User(IEnumerable<Claim> claims)
-    {
-        var claimDict = claims.ToDictionary(x => x.Type, x => x.Value);
-
-        Id = Guid.Parse(claimDict[SecurityConstants.CLAIM_NAME_ID]);
-        Email = claimDict[SecurityConstants.CLAIM_EMAIL];
-        if (!Enum.TryParse(claimDict[SecurityConstants.CLAIM_ROLE], out RoleEnum role))
-            role = RoleEnum.None;
-        Role = role;
-    }
+    [Key("i")]public string Id { get; set; }
+    [Key("e")]public string Email { get; set; }
+    [Key("r")]public RoleEnum Role { get; set; }
 }

Azaion.CommonSecurity/SecurityConstants.cs

@@ -19,9 +19,8 @@ public class SecurityConstants
     #endregion ApiConfig
 
     #region SocketClient
-    public const string SOCKET_HOST = "127.0.0.1";
-    public const int SOCKET_SEND_PORT = 5127;
-    public const int SOCKET_RECEIVE_PORT = 5128;
+    public const string ZMQ_HOST = "127.0.0.1";
+    public const int ZMQ_PORT = 5127;
 
     #endregion SocketClient
 }

Azaion.CommonSecurity/Services/AzaionApiClient.cs

@@ -1,127 +0,0 @@
-using System.IdentityModel.Tokens.Jwt;
-using System.Net;
-using System.Net.Http.Headers;
-using System.Security;
-using System.Text;
-using Azaion.CommonSecurity.DTO;
-using Newtonsoft.Json;
-
-namespace Azaion.CommonSecurity.Services;
-
-public class AzaionApiClient(HttpClient httpClient) : IDisposable
-{
-    const string JSON_MEDIA = "application/json";
-
-    private static ApiConfig _apiConfig = null!;
-
-    private string Email { get; set; } = null!;
-    private SecureString Password { get; set; } = new();
-    private string JwtToken { get; set; } = null!;
-    public User User { get; set; } = null!;
-
-    public static AzaionApiClient Create(ApiCredentials credentials)
-    {
-        try
-        {
-            if (!File.Exists(SecurityConstants.CONFIG_PATH))
-                throw new FileNotFoundException(SecurityConstants.CONFIG_PATH);
-            var configStr = File.ReadAllText(SecurityConstants.CONFIG_PATH);
-            _apiConfig = JsonConvert.DeserializeObject<SecureAppConfig>(configStr)!.ApiConfig;
-        }
-        catch (Exception e)
-        {
-            Console.WriteLine(e);
-            _apiConfig = new ApiConfig
-            {
-                Url = SecurityConstants.DEFAULT_API_URL,
-                RetryCount = SecurityConstants.DEFAULT_API_RETRY_COUNT ,
-                TimeoutSeconds = SecurityConstants.DEFAULT_API_TIMEOUT_SECONDS
-            };
-        }
-
-        var api = new AzaionApiClient(new HttpClient
-        {
-            BaseAddress = new Uri(_apiConfig.Url),
-            Timeout = TimeSpan.FromSeconds(_apiConfig.TimeoutSeconds)
-        });
-
-        api.EnterCredentials(credentials);
-        return api;
-    }
-
-    public void EnterCredentials(ApiCredentials credentials)
-    {
-        if (string.IsNullOrWhiteSpace(credentials.Email) || string.IsNullOrWhiteSpace(credentials.Password))
-            throw new Exception("Email or password is empty!");
-
-        Email = credentials.Email;
-        Password = credentials.Password.ToSecureString();
-    }
-
-    public async Task<Stream> GetResource(string fileName, string password, HardwareInfo hardware)
-    {
-        var response = await Send(httpClient, new HttpRequestMessage(HttpMethod.Post, $"/resources/get/{_apiConfig.ResourcesFolder}")
-        {
-            Content = new StringContent(JsonConvert.SerializeObject(new { fileName, password, hardware }), Encoding.UTF8, JSON_MEDIA)
-        });
-        return await response.Content.ReadAsStreamAsync();
-    }
-
-    private async Task Authorize()
-    {
-        if (string.IsNullOrEmpty(Email) || Password.Length == 0)
-            throw new Exception("Email or password is empty! Please do EnterCredentials first!");
-
-        var payload = new
-        {
-            email = Email,
-            password = Password.ToRealString()
-        };
-        var response = await httpClient.PostAsync(
-            "login",
-            new StringContent(JsonConvert.SerializeObject(payload), Encoding.UTF8, JSON_MEDIA));
-
-        if (!response.IsSuccessStatusCode)
-            throw new Exception($"EnterCredentials failed: {response.StatusCode}");
-
-        var responseData = await response.Content.ReadAsStringAsync();
-
-        var result = JsonConvert.DeserializeObject<LoginResponse>(responseData);
-
-        if (string.IsNullOrEmpty(result?.Token))
-            throw new Exception("JWT Token not found in response");
-
-        var handler = new JwtSecurityTokenHandler();
-        var token = handler.ReadJwtToken(result.Token);
-
-        User = new User(token.Claims);
-        JwtToken = result.Token;
-    }
-
-    private async Task<HttpResponseMessage> Send(HttpClient client, HttpRequestMessage request)
-    {
-        if (string.IsNullOrEmpty(JwtToken))
-             await Authorize();
-        request.Headers.Authorization = new AuthenticationHeaderValue("Bearer", JwtToken);
-        var response = await client.SendAsync(request);
-
-        if (response.StatusCode == HttpStatusCode.Unauthorized)
-        {
-            await Authorize();
-            request.Headers.Authorization = new AuthenticationHeaderValue("Bearer", JwtToken);
-            response = await client.SendAsync(request);
-        }
-
-        if (response.IsSuccessStatusCode)
-            return response;
-
-        var result = await response.Content.ReadAsStringAsync();
-        throw new Exception($"Failed: {response.StatusCode}! Result: {result}");
-    }
-
-    public void Dispose()
-    {
-        httpClient.Dispose();
-        Password.Dispose();
-    }
-}

Azaion.CommonSecurity/Services/PythonResourceLoader.cs

@@ -0,0 +1,60 @@
+using System.Text;
+using Azaion.CommonSecurity.DTO;
+using Azaion.CommonSecurity.DTO.Commands;
+using MessagePack;
+using NetMQ;
+using NetMQ.Sockets;
+
+namespace Azaion.CommonSecurity.Services;
+
+public interface IResourceLoader
+{
+    Task<MemoryStream> LoadFile(string fileName, CancellationToken ct = default);
+}
+
+public interface IAuthProvider
+{
+    User CurrentUser { get; }
+}
+
+
+public class PythonResourceLoader : IResourceLoader, IAuthProvider
+{
+    private readonly DealerSocket _dealer = new();
+    private readonly Guid _clientId = Guid.NewGuid();
+
+    public User CurrentUser { get; }
+
+    public PythonResourceLoader(ApiCredentials credentials)
+    {
+        //Run python by credentials
+        _dealer.Options.Identity = Encoding.UTF8.GetBytes(_clientId.ToString("N"));
+        _dealer.Connect($"tcp://{SecurityConstants.ZMQ_HOST}:{SecurityConstants.ZMQ_PORT}");
+
+        _dealer.SendFrame(MessagePackSerializer.Serialize(new RemoteCommand(CommandType.GetUser)));
+        var user = _dealer.Get<User>(out _);
+        if (user == null)
+            throw new Exception("Can't get user from Auth provider");
+
+        CurrentUser = user;
+    }
+
+
+    public async Task<MemoryStream> LoadFile(string fileName, CancellationToken ct = default)
+    {
+        try
+        {
+            _dealer.SendFrame(MessagePackSerializer.Serialize(new RemoteCommand(CommandType.Load, fileName)));
+
+            if (!_dealer.TryReceiveFrameBytes(TimeSpan.FromMilliseconds(1000), out var bytes))
+                throw new Exception($"Unable to receive {fileName}");
+
+            return await Task.FromResult(new MemoryStream(bytes));
+        }
+        catch (Exception ex)
+        {
+            throw new Exception($"Failed to load fil0e '{fileName}': {ex.Message}", ex);
+        }
+    }
+
+}

Azaion.CommonSecurity/Services/ResourceLoader.cs

@@ -1,63 +0,0 @@
-using Azaion.CommonSecurity.DTO;
-using Azaion.CommonSecurity.DTO.Commands;
-using MessagePack;
-using NetMQ;
-using NetMQ.Sockets;
-
-namespace Azaion.CommonSecurity.Services;
-
-public interface IResourceLoader
-{
-    Task<MemoryStream> Load(string fileName, CancellationToken cancellationToken = default);
-}
-
-public class PythonResourceLoader : IResourceLoader
-{
-    private readonly PushSocket _pushSocket = new();
-    private readonly PullSocket _pullSocket = new();
-
-    public PythonResourceLoader(ApiCredentials credentials)
-    {
-        //Run python by credentials
-        _pushSocket.Connect($"tcp://{SecurityConstants.SOCKET_HOST}:{SecurityConstants.SOCKET_SEND_PORT}");
-        _pullSocket.Connect($"tcp://{SecurityConstants.SOCKET_HOST}:{SecurityConstants.SOCKET_RECEIVE_PORT}");
-    }
-
-    public async Task<MemoryStream> Load(string fileName, CancellationToken cancellationToken = default)
-    {
-        try
-        {
-            var b = MessagePackSerializer.Serialize(new FileCommand
-            {
-                CommandType = CommandType.Load,
-                Filename = fileName
-            });
-            _pushSocket.SendFrame(b);
-
-            var bytes = _pullSocket.ReceiveFrameBytes(out bool more);
-            return new MemoryStream(bytes);
-
-        }
-        catch (Exception ex)
-        {
-            throw new Exception($"Failed to load fil0e '{fileName}': {ex.Message}", ex);
-        }
-    }
-}
-
-public class ResourceLoader(AzaionApiClient api, ApiCredentials credentials) : IResourceLoader
-{
-    public async Task<MemoryStream> Load(string fileName, CancellationToken cancellationToken = default)
-    {
-        var hardwareService = new HardwareService();
-        var hardwareInfo = hardwareService.GetHardware();
-
-        var encryptedStream = Task.Run(() => api.GetResource(fileName, credentials.Password, hardwareInfo), cancellationToken).Result;
-
-        var key = Security.MakeEncryptionKey(credentials.Email, credentials.Password, hardwareInfo.Hash);
-        var stream = new MemoryStream();
-        await encryptedStream.DecryptTo(stream, key, cancellationToken);
-        stream.Seek(0, SeekOrigin.Begin);
-        return stream;
-    }
-}

Azaion.CommonSecurity/ZeroMQExtensions.cs

@@ -0,0 +1,16 @@
+using MessagePack;
+using NetMQ;
+using NetMQ.Sockets;
+
+namespace Azaion.CommonSecurity;
+
+public static class ZeroMqExtensions
+{
+    public static T? Get<T>(this DealerSocket dealer, out byte[] message)
+    {
+        if (!dealer.TryReceiveFrameBytes(TimeSpan.FromMinutes(2), out var bytes))
+            throw new Exception($"Unable to get {typeof(T).Name}");
+        message = bytes;
+        return MessagePackSerializer.Deserialize<T>(bytes);
+    }
+}

Azaion.Dataset/DatasetExplorerEventHandler.cs

@@ -58,13 +58,12 @@ public class DatasetExplorerEventHandler(
                 if (datasetExplorer.ThumbnailLoading)
                     return;
 
-                var fName = Path.GetFileNameWithoutExtension(datasetExplorer.CurrentAnnotation!.Annotation.ImagePath);
-                var extension = Path.GetExtension(fName);
+                var a = datasetExplorer.CurrentAnnotation!.Annotation;
 
                 var detections = datasetExplorer.ExplorerEditor.CurrentDetections
-                    .Select(x => new Detection(fName, x.GetLabel(datasetExplorer.ExplorerEditor.RenderSize)))
+                    .Select(x => new Detection(a.Name, x.GetLabel(datasetExplorer.ExplorerEditor.RenderSize)))
                     .ToList();
-                await annotationService.SaveAnnotation(fName, extension, detections, SourceEnum.Manual, token: cancellationToken);
+                await annotationService.SaveAnnotation(a.OriginalMediaName, a.Time, a.ImageExtension, detections, SourceEnum.Manual, token: cancellationToken);
                 datasetExplorer.SwitchTab(toEditor: false);
                 break;
             case PlaybackControlEnum.RemoveSelectedAnns:

Azaion.Suite/App.xaml.cs

@@ -1,7 +1,5 @@
 using System.IO;
 using System.Reflection;
-using System.Text;
-using System.Text.Json;
 using System.Windows;
 using System.Windows.Threading;
 using Azaion.Annotator;
@@ -13,7 +11,6 @@ using Azaion.Common.Events;
 using Azaion.Common.Extensions;
 using Azaion.Common.Services;
 using Azaion.CommonSecurity;
-using Azaion.CommonSecurity.DTO;
 using Azaion.CommonSecurity.Services;
 using Azaion.Dataset;
 using LibVLCSharp.Shared;
@@ -23,7 +20,6 @@ using Microsoft.Extensions.DependencyInjection;
 using Microsoft.Extensions.Hosting;
 using Microsoft.Extensions.Logging;
 using Microsoft.Extensions.Options;
-using Newtonsoft.Json;
 using Serilog;
 using KeyEventArgs = System.Windows.Input.KeyEventArgs;
 
@@ -36,8 +32,7 @@ public partial class App
     private IMediator _mediator = null!;
     private FormState _formState = null!;
 
-    private AzaionApiClient _apiClient = null!;
-    private IResourceLoader _resourceLoader = null!;
+    private PythonResourceLoader _resourceLoader = null!;
     private Stream _securedConfig = null!;
 
     private void OnDispatcherUnhandledException(object sender, DispatcherUnhandledExceptionEventArgs e)
@@ -64,9 +59,8 @@ public partial class App
         var login = new Login();
         login.CredentialsEntered += async (s, args) =>
         {
-            _apiClient = AzaionApiClient.Create(args);
             _resourceLoader = new PythonResourceLoader(args);
-            _securedConfig = await _resourceLoader.Load("secured-config.json");
+            _securedConfig = await _resourceLoader.LoadFile("secured-config.json");
 
             AppDomain.CurrentDomain.AssemblyResolve += (_, a) =>
             {
@@ -75,7 +69,7 @@ public partial class App
                 {
                     try
                     {
-                        var stream = _resourceLoader.Load($"{assemblyName}.dll").GetAwaiter().GetResult();
+                        var stream = _resourceLoader.LoadFile($"{assemblyName}.dll").GetAwaiter().GetResult();
                         return Assembly.Load(stream.ToArray());
                     }
                     catch (Exception e)
@@ -124,11 +118,11 @@ public partial class App
                 services.AddSingleton<MainSuite>();
                 services.AddSingleton<IHardwareService, HardwareService>();
 
-                services.AddSingleton(_apiClient);
-                services.AddSingleton(_resourceLoader);
+                services.AddSingleton<IResourceLoader>(_resourceLoader);
+                services.AddSingleton<IAuthProvider>(_resourceLoader);
+                services.AddSingleton<IInferenceService, PythonInferenceService>();
 
                 services.Configure<AppConfig>(context.Configuration);
-                services.ConfigureSection<ApiConfig>(context.Configuration);
                 services.ConfigureSection<QueueConfig>(context.Configuration);
                 services.ConfigureSection<DirectoriesConfig>(context.Configuration);
                 services.ConfigureSection<AnnotationConfig>(context.Configuration);
@@ -139,7 +133,6 @@ public partial class App
                 services.AddSingleton<Annotator.Annotator>();
                 services.AddSingleton<DatasetExplorer>();
                 services.AddSingleton<HelpWindow>();
-                services.AddSingleton<IAIDetector, YOLODetector>();
                 services.AddMediatR(c => c.RegisterServicesFromAssemblies(
                     typeof(Annotator.Annotator).Assembly,
                     typeof(DatasetExplorer).Assembly,
@@ -152,10 +145,9 @@ public partial class App
                     return new MediaPlayer(libVLC);
                 });
                 services.AddSingleton<AnnotatorEventHandler>();
-                services.AddSingleton<VLCFrameExtractor>();
                 services.AddSingleton<IDbFactory, DbFactory>();
 
-                 services.AddSingleton<FailsafeAnnotationsProducer>();
+                services.AddSingleton<FailsafeAnnotationsProducer>();
 
                 services.AddSingleton<AnnotationService>();