#!/usr/bin/env python # -*- coding: UTF-8 -*- """ @Project :trinity_client @File :service_att_recognition.py @Author :周成融 @Date :2023/7/26 12:01:05 @detail : """ import json import logging import time import numpy as np import redis import tritonclient.grpc as grpcclient from app.core.config import * from app.schemas.generate_image import GenerateMultiViewModel from app.service.generate_image.utils.upload_sd_image import upload_png_sd from app.service.utils.oss_client import oss_get_image logger = logging.getLogger() class GenerateMultiView: def __init__(self, request_data): if DEBUG is False: self.connection = pika.BlockingConnection(pika.ConnectionParameters(**RABBITMQ_PARAMS)) self.channel = self.connection.channel() # self.connection = pika.BlockingConnection(pika.ConnectionParameters(**RABBITMQ_PARAMS)) # self.channel = self.connection.channel() # self.minio_client = Minio(MINIO_URL, access_key=MINIO_ACCESS, secret_key=MINIO_SECRET, secure=MINIO_SECURE) self.grpc_client = grpcclient.InferenceServerClient(url=GMV_MODEL_URL) self.redis_client = redis.StrictRedis(host=REDIS_HOST, port=REDIS_PORT, db=REDIS_DB, decode_responses=True) self.image = self.get_image(request_data.image_url) self.tasks_id = request_data.tasks_id self.user_id = self.tasks_id[self.tasks_id.rfind('-') + 1:] self.generate_data = {'tasks_id': self.tasks_id, 'status': 'PENDING', 'message': "pending", 'image_url': ''} self.redis_client.set(self.tasks_id, json.dumps(self.generate_data)) self.redis_client.expire(self.tasks_id, 600) def get_image(self, image_url): try: image = oss_get_image(bucket=image_url.split('/')[0], object_name=image_url[image_url.find('/') + 1:], data_type="PIL") return image except Exception as e: logger.error(e) def callback(self, result, error): if error: self.generate_data['status'] = "FAILURE" self.generate_data['message'] = str(error) # self.generate_data['data'] = str(error) self.redis_client.set(self.tasks_id, json.dumps(self.generate_data)) else: # pil图像转成numpy数组 images = result.as_numpy("generated_image") # for id, img in enumerate(images): # cv2.imwrite(f"{id}.png", img) # image_url = "" image_url = upload_png_sd(images[6], user_id=self.user_id, category="multi_view", file_name=f"{self.tasks_id}.png") # logger.info(f"upload image SUCCESS : {image_url}") self.generate_data['status'] = "SUCCESS" self.generate_data['message'] = "success" self.generate_data['image_url'] = str(image_url) self.redis_client.set(self.tasks_id, json.dumps(self.generate_data)) def read_tasks_status(self): status_data = self.redis_client.get(self.tasks_id) return json.loads(status_data), status_data def get_result(self): try: images = [np.array(self.image).astype(np.uint8)] * 1 image_obj = np.array(images, dtype=np.uint8) input_image = grpcclient.InferInput("input_image", image_obj.shape, "UINT8") input_image.set_data_from_numpy(image_obj) inputs = [input_image] ctx = self.grpc_client.async_infer(model_name=GMV_MODEL_NAME, inputs=inputs, callback=self.callback) time_out = 600 generate_data = None while time_out > 0: generate_data, _ = self.read_tasks_status() if generate_data['status'] in ["REVOKED", "FAILURE"]: ctx.cancel() break elif generate_data['status'] == "SUCCESS": break time_out -= 1 time.sleep(0.1) return generate_data except Exception as e: self.generate_data['status'] = "FAILURE" self.generate_data['message'] = str(e) self.redis_client.set(self.tasks_id, json.dumps(self.generate_data)) raise Exception(str(e)) finally: dict_generate_data, str_generate_data = self.read_tasks_status() if DEBUG is False: self.channel.basic_publish(exchange='', routing_key=GMV_RABBITMQ_QUEUES, body=str_generate_data) # self.channel.basic_publish(exchange='', routing_key=GI_RABBITMQ_QUEUES, body=str_generate_data) logger.info(f" [x] Sent {json.dumps(dict_generate_data, indent=4)}") def infer_cancel(tasks_id): redis_client = redis.StrictRedis(host=REDIS_HOST, port=REDIS_PORT, db=REDIS_DB, decode_responses=True) data = {'tasks_id': tasks_id, 'status': 'REVOKED', 'message': "revoked", 'data': 'revoked'} generate_data = json.dumps(data) redis_client.set(tasks_id, generate_data) return data if __name__ == '__main__': rd = GenerateMultiViewModel( tasks_id="123-89", image_url="aida-sys-image/images/female/outwear/0628000123.jpg", ) server = GenerateMultiView(rd) print(server.get_result())