add rabbit consumer

This commit is contained in:
Alex Bezdieniezhnykh
2025-03-05 20:58:33 +02:00
parent 2fa864018f
commit b4a4826b19
6 changed files with 152 additions and 3 deletions
+46
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@@ -0,0 +1,46 @@
import yaml
from rstream import Consumer, AMQPMessage, ConsumerOffsetSpecification, OffsetType, MessageContext
import constants
from dto.annotation_created_message import AnnotationCreatedMessage
from utils import Dotdict
def main():
with open(constants.CONFIG_FILE, "r") as f:
config_dict = yaml.safe_load(f)
d_config = Dotdict(config_dict)
queue_config = Dotdict(d_config.queue)
try:
with open(constants.OFFSET_FILE, 'r') as f:
offset_dict = yaml.safe_load(f)
offset_queue = offset_dict['offset_queue']
offset_confirmed_queue = offset_dict['offset_confirmed_queue']
except (FileNotFoundError, ValueError):
with open(constants.OFFSET_FILE, 'w') as f:
f.writelines(['offset_queue: 0',
'offset_confirmed_queue: 0'])
command_consumer = Consumer(
host=queue_config.host,
port=queue_config.port,
username=queue_config.consumer_user,
password=queue_config.consumer_pw
)
def on_message(message: AMQPMessage, context: MessageContext, is_seed: bool):
annotation_message = AnnotationCreatedMessage(message.body)
print(f'Received: {annotation_message}')
save_folder = constants.data_seeds_dir if is_seed else constants.data_rabbit_dir
annotation_message.save_annotation(save_folder)
command_consumer.start()
command_consumer.subscribe(stream=constants.ANNOTATIONS_QUEUE, callback=lambda msg, context: on_message(msg, context, is_seed=True),
offset_specification=ConsumerOffsetSpecification(OffsetType.OFFSET, offset_queue))
command_consumer.subscribe(stream=constants.ANNOTATIONS_CONFIRMED_QUEUE, callback=lambda msg, context: on_message(msg, context, is_seed=False),
offset_specification=ConsumerOffsetSpecification(OffsetType.OFFSET, offset_confirmed_queue))
if __name__ == '__main__':
main()
+6
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@@ -9,3 +9,9 @@ api:
user: 'admin@azaion.com'
pw: 'Az@1on1000Odm$n'
folder: ''
queue:
host: '188.245.120.247'
port: 5552
consumer_user: 'azaion_receiver'
consumer_pw: 'Az1onRecce777ve2r'
+7 -1
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@@ -7,6 +7,8 @@ images = 'images'
labels = 'labels'
data_dir = path.join(azaion, 'data')
data_seeds_dir = path.join(azaion, 'data-seeds')
data_rabbit_dir = path.join(azaion, 'data-rabbit')
data_images_dir = path.join(data_dir, images)
data_labels_dir = path.join(data_dir, labels)
@@ -23,9 +25,13 @@ sample_dir = path.join(azaion, 'data-sample')
datasets_dir = path.join(azaion, 'datasets')
models_dir = path.join(azaion, 'models')
annotation_classes = AnnotationClass.read_json()
date_format = '%Y-%m-%d'
checkpoint_file = 'checkpoint.txt'
checkpoint_date_format = '%Y-%m-%d %H:%M:%S'
CONFIG_FILE = "config.yaml"
CONFIG_FILE = 'config.yaml'
ANNOTATIONS_QUEUE = 'azaion-annotations'
ANNOTATIONS_CONFIRMED_QUEUE = 'azaion-annotations-confirm'
OFFSET_FILE = 'offset.yaml'
+87
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@@ -0,0 +1,87 @@
import os
import msgpack
import json
class Detection:
def __init__(self, annotation_name, cls, x, y, w, h, confidence=None):
self.annotation_name = annotation_name
self.cls = cls
self.x = x
self.y = y
self.w = w
self.h = h
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}%'
class AnnotationCreatedMessage:
def __init__(self, msgpack_bytes):
unpacked_data = msgpack.unpackb(msgpack_bytes, raw=False)
self.createdDate = unpacked_data.get(0)
self.name = unpacked_data.get(1)
self.originalMediaName = unpacked_data.get(2)
self.time = unpacked_data.get(3)
self.imageExtension = unpacked_data.get(4)
detections_json_str = unpacked_data.get(5)
self.detections = self._parse_detections(detections_json_str)
self.image = unpacked_data.get(6)
self.createdRole = unpacked_data.get(7)
self.createdEmail = unpacked_data.get(8)
self.source = unpacked_data.get(9)
self.status = unpacked_data.get(10)
def __str__(self):
if self.detections:
detections_str_list = [str(detection) for detection in self.detections]
detections_str = ", ".join(detections_str_list)
return f'{self.name}: [{detections_str}]'
else:
return f'{self.name}: [Empty]'
@staticmethod
def _parse_detections(detections_json_str):
if detections_json_str:
detections_list = json.loads(detections_json_str)
return [Detection(
d.get('AnnotationName'),
d.get('ClassNumber'),
d.get('CenterX'),
d.get('CenterY'),
d.get('Height'),
d.get('Width'),
d.get('Probability')
) for d in detections_list]
return []
def save_annotation(self, save_folder):
image_folder = os.path.join(save_folder, 'images')
labels_folder = os.path.join(save_folder, 'labels')
os.makedirs(image_folder, exist_ok=True)
os.makedirs(labels_folder, exist_ok=True)
image_path = os.path.join(image_folder, f"{self.name}.{self.imageExtension}")
label_path = os.path.join(labels_folder, f"{self.name}.txt")
try:
with open(image_path, 'wb') as image_file:
image_file.write(self.image)
print(f"Image saved to: {image_path}")
except IOError as e:
print(f"Error saving image: {e}")
try:
with open(label_path, 'w') as label_file:
if self.detections:
label_file.writelines([
f'{detection.cls} {detection.x} {detection.y} {detection.w} {detection.h}'
for detection in self.detections
])
else:
label_file.write('')
print(f'Label saved to: {label_path}')
except IOError as e:
print(f"Error saving label: {e}")
+2
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@@ -0,0 +1,2 @@
offset_queue: 0
offset_confirmed_queue: 0
+2
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@@ -12,3 +12,5 @@ cryptography~=44.0.1
numpy~=2.1.1
requests~=2.32.3
pyyaml
msgpack
rstream