通过 AthenaServing & Mmocr 共同构建可用的物体检测Ai能力服务。整套流程体现了AthenaServing如何高效部署Ai能力模型，方便用户完成训练模型的快速部署与上线。
- 部署 k8s集群
- 安装 helm
cd chart
helm install athena .
## 等待AthenaServing服务组件全部启动成功后
helm install mmocr .
image = open("demo_text_det.jpg","rb") #待检测的图片
img = base64.b64encode(image.read())
url = "http://172.16.59.17:30889/mmocr" # url 可以是 hostIP:nodePort 也可以是 svcIP:svcPort
url = "http://172.16.59.17:30889/v1/private/mmocr"
method = "POST"
headers = {"Content-Type":"application/json"}
data = {
"header": {
"app_id": "123456",
"uid": "39769795890",
"did": "SR082321940000200",
"imei": "8664020318693660",
"imsi": "4600264952729100",
"mac": "6c:92:bf:65:c6:14",
"net_type": "wifi",
"net_isp": "CMCC",
"status": 3,
"request_id": None
},
"parameter": {
"mmocr": {
"category": "ai_category",
"application_mode": "common_gpu",
"gpu_id": "first",
"gpu_type": "T4G16",
"boxes": {
"encoding": "utf8",
"compress": "raw",
"format": "json"
}
}
},
"payload": {
"data": {
"encoding": "jpg",
"image": img.decode("utf-8"),
"status": 3
}
}
}
python demo.py
##################################
MMocr Result: box located at [190, 37, 253, 31, 254, 46, 191, 52], box score is 0.9566415548324585. Detected text is nboroughofs , text score is 1.0...
MMocr Result: box located at [253, 47, 257, 36, 287, 47, 282, 58], box score is 0.9649642705917358. Detected text is fsouthw , text score is 1.0...
MMocr Result: box located at [157, 59, 188, 41, 194, 52, 163, 70], box score is 0.9521175622940063. Detected text is londond , text score is 0.9897959183673469...
MMocr Result: box located at [280, 58, 286, 50, 306, 67, 300, 74], box score is 0.9397556781768799. Detected text is thwark , text score is 1.0...
MMocr Result: box located at [252, 78, 295, 78, 295, 98, 252, 98], box score is 0.9694718718528748. Detected text is hill , text score is 1.0...
MMocr Result: box located at [165, 78, 247, 78, 247, 99, 165, 99], box score is 0.9548642039299011. Detected text is octavia , text score is 1.0...
MMocr Result: box located at [164, 105, 215, 103, 216, 121, 165, 123], box score is 0.9806956052780151. Detected text is social , text score is 1.0...
MMocr Result: box located at [219, 104, 294, 104, 294, 122, 219, 122], box score is 0.9688025116920471. Detected text is reformer , text score is 1.0...
MMocr Result: box located at [150, 124, 226, 124, 226, 141, 150, 141], box score is 0.9752051830291748. Detected text is established , text score is 1.0...
MMocr Result: box located at [229, 124, 255, 124, 255, 140, 229, 140], box score is 0.94972825050354. Detected text is this , text score is 1.0...
MMocr Result: box located at [259, 125, 305, 123, 306, 139, 260, 142], box score is 0.9752089977264404. Detected text is garden , text score is 1.1666666666666667...
MMocr Result: box located at [166, 142, 193, 141, 194, 156, 167, 157], box score is 0.9731062650680542. Detected text is hall , text score is 1.0...
MMocr Result: box located at [198, 142, 223, 142, 223, 156, 198, 156], box score is 0.9548938870429993. Detected text is and , text score is 1.0...
MMocr Result: box located at [228, 144, 286, 144, 286, 159, 228, 159], box score is 0.977089524269104. Detected text is cottages , text score is 1.25...
MMocr Result: box located at [180, 158, 205, 158, 205, 172, 180, 172], box score is 0.9400062561035156. Detected text is and , text score is 1.0...
MMocr Result: box located at [210, 160, 279, 158, 279, 172, 210, 174], box score is 0.9543584585189819. Detected text is pioneered , text score is 1.0...
MMocr Result: box located at [226, 176, 277, 176, 277, 188, 226, 188], box score is 0.9748533964157104. Detected text is cadets , text score is 1.0...
MMocr Result: box located at [183, 177, 223, 177, 223, 189, 183, 189], box score is 0.9633153676986694. Detected text is army , text score is 1.0...
MMocr Result: box located at [201, 190, 235, 190, 235, 204, 201, 204], box score is 0.9714152216911316. Detected text is 1887 , text score is 1.25...
MMocr Result: box located at [175, 213, 180, 201, 211, 212, 206, 225], box score is 0.9704344868659973. Detected text is vted , text score is 0.9191176470588236...
MMocr Result: box located at [241, 213, 278, 200, 283, 213, 246, 227], box score is 0.9607459902763367. Detected text is epeople , text score is 1.0...
MMocr Result: box located at [208, 224, 210, 212, 223, 214, 220, 227], box score is 0.9337806701660156. Detected text is by , text score is 1.0...
MMocr Result: box located at [223, 214, 240, 214, 240, 226, 223, 226], box score is 0.969144344329834. Detected text is the , text score is 1.0...