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# 이 코드 템플릿은 SDT Cloud 환경에서 s3에 파일을 업로드하는 MQTT 메세지를 발행하는 코드입니다.
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# 패키지 설치
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- 코드는 sdtclouds3, sdtcloudpubsub 패키지를 사용합니다. 아래 명령어로 패키지를 다운로드 해야합니다.
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```bash
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$ pip install sdtclouds3 sdtcloudpubsub
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```
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# 환경 셋팅
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- 코드를 실행하기 전에, 장비에 sdtcloud 로그인 작업을 수행해야 합니다.
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```bash
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sudo bwc-cli login
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```
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# 코드 작성
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## s3 코드 작성
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- 코드는 runAction 함수에서 동작하고자 하는 기능을 작성합니다.
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- uploadFile 변수는 s3에 업로드할 파일의 위치입니다. 반드시 파일의 위치와 파일명을 함께 작성해야 합니다.
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```bash
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uploadFile = "filepath/text.txt"
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```
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- 업로드가 완료되면 파일의 URL 값이 반환됩니다.
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```bash
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result = sdtcloudClient.uploadData(uploadFile)
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print(result)
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----------
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https://<s3_bucket>/path/text.txt
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```
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- 만약 업로드하는 파일이 PNG 파일이며, URL를 클릭했을 때 이미지가 바로 보이도록 설정하고 싶다면 다음과 같이 수정합니다.
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```bash
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result = sdtcloudClient.uploadData(uploadFile, {“ContentType”: “image/png”})
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```
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- 이외에 여러 옵션이 있으므로 [참고 페이지](https://boto3.amazonaws.com/v1/documentation/api/latest/guide/s3-uploading-files.html)를 클릭하세요.
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## mqtt 코드 작성
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- 다음 변수로 메세지를 발행하는 코드를 작성하면...
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```bash
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msg = {
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"message": "Hello World",
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"uploadFile": result
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}
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```
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- 실제로 발행되는 메세지은 다음과 같습니다.
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```bash
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msg = {
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"data": {
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"message": "Hello World",
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"uploadFile": "https://<s3_bucket>/path/text.txt"
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},
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"timestamp": 12312311...
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}
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```
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version: bwc/v2 # bwc 버전 정보입니다.
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spec:
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appName: request-app # 앱의 이름입니다.
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runFile: main.py # 앱의 실행 파일입니다.
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env:
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bin: python3 # 앱을 실행할 바이너라 파일 종류입니다.(장비에 따라 다르므로 확인 후 정의해야 합니다.)
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virtualEnv: request-app-env3 # 사용할 가상환경 이름입니다.
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package: requirement.txt # 설치할 Python 패키지 정보 파일입니다.(기본 값은 requirement.txt 입니다.)
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runtime: python3.11.4
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stackbase:
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tagName: v1.0.1 # Stackbase(gitea)에 릴리즈 태그명 입니다.
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repoName: request-app # Stackbase(gitea)에 저장될 저장소 이릅니다.
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File "/home/sdt-dev1/Workspace/kimdy/request-app/main.py", line 72, in upload_image_endpoint
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response = await run(request.image_path)
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^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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File "/home/sdt-dev1/Workspace/kimdy/request-app/main.py", line 60, in run
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response = await upload_image(stub, image_path)
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^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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File "/home/sdt-dev1/Workspace/kimdy/request-app/main.py", line 52, in upload_image
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response = await stub.UploadImage(pb2.ImageRequest(filename=filename, image_data=image_data))
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^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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File "/etc/sdt/venv/request-app-env3/lib/python3.11/site-packages/grpc/aio/_call.py", line 290, in __await__
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raise _create_rpc_error(self._cython_call._initial_metadata,
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grpc.aio._call.AioRpcError: <AioRpcError of RPC that terminated with:
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status = StatusCode.UNKNOWN
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details = "Exception calling application: name 'runAction' is not defined"
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debug_error_string = "UNKNOWN:Error received from peer ipv6:%5B::1%5D:50051 {created_time:"2024-12-03T10:02:40.260169108+09:00", grpc_status:2, grpc_message:"Exception calling application: name \'runAction\' is not defined"}"
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>
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2024-12-03 10:02:40,261 - root - ERROR - Traceback (most recent call last):
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File "/home/sdt-dev1/Workspace/kimdy/request-app/main.py", line 72, in upload_image_endpoint
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response = await run(request.image_path)
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^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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File "/home/sdt-dev1/Workspace/kimdy/request-app/main.py", line 60, in run
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response = await upload_image(stub, image_path)
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^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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File "/home/sdt-dev1/Workspace/kimdy/request-app/main.py", line 52, in upload_image
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response = await stub.UploadImage(pb2.ImageRequest(filename=filename, image_data=image_data))
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^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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File "/etc/sdt/venv/request-app-env3/lib/python3.11/site-packages/grpc/aio/_call.py", line 290, in __await__
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raise _create_rpc_error(self._cython_call._initial_metadata,
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grpc.aio._call.AioRpcError: <AioRpcError of RPC that terminated with:
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status = StatusCode.UNKNOWN
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details = "Exception calling application: name 'runAction' is not defined"
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debug_error_string = "UNKNOWN:Error received from peer ipv6:%5B::1%5D:50051 {created_time:"2024-12-03T10:02:40.260169108+09:00", grpc_status:2, grpc_message:"Exception calling application: name \'runAction\' is not defined"}"
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>
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from fastapi import FastAPI, HTTPException
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from pydantic import BaseModel
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import asyncio
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import uvicorn
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import uuid
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import time
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import sdtcloudpubsub
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import logging.handlers
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import glob
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import traceback
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# Communication use grpc
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import grpc
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import grpc.aio
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import utils.image_pb2 as pb2
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import utils.image_pb2_grpc as pb2_grpc
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###############################################
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# Logger Setting #
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###############################################
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logger = logging.getLogger()
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logger.setLevel(logging.INFO)
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formatter = logging.Formatter('%(asctime)s - %(name)s - %(levelname)s - %(message)s')
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log_fileHandler = logging.handlers.RotatingFileHandler(
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filename=f"./logs/log_request.log",
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maxBytes=1024000,
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backupCount=3,
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mode='a')
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log_fileHandler.setFormatter(formatter)
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logger.addHandler(log_fileHandler)
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||||
###############################################
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# MQTT Setting #
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###############################################
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sdtcloud = sdtcloudpubsub.sdtcloudpubsub()
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sdtcloud.setClient(f"device-app-{uuid.uuid1()}") # parameter is client ID(string)
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||||
|
||||
###############################################
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||||
# FastAPI instance #
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||||
###############################################
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app = FastAPI()
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||||
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###############################################
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# grpc client #
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###############################################
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async def upload_image(stub, filename):
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with open(filename, 'rb') as f:
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||||
image_data = f.read()
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response = await stub.UploadImage(pb2.ImageRequest(filename=filename, image_data=image_data))
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||||
print(response.message)
|
||||
print(f"Inference result: {response.inference_result}")
|
||||
return response
|
||||
|
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async def run(image_path):
|
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async with grpc.aio.insecure_channel('localhost:50051') as channel:
|
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stub = pb2_grpc.ImageServiceStub(channel)
|
||||
response = await upload_image(stub, image_path)
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||||
return response
|
||||
|
||||
|
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class ImagePathRequest(BaseModel):
|
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image_path: str = "./data/test_1.jpg"
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|
||||
# FastAPI endpoint
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@app.post("/upload_image/")
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async def upload_image_endpoint(request: ImagePathRequest):
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start_time = time.time()
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||||
try:
|
||||
response = await run(request.image_path)
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||||
logger.info('Successfully requested!')
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||||
end_time = time.time()
|
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data = {
|
||||
"processingTime": end_time - start_time
|
||||
}
|
||||
|
||||
print(f"#### Topic: {sdtcloud.topic}")
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||||
print(f"#### DATA: {data}")
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||||
sdtcloud.pubReqMessage(data)
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||||
|
||||
return {
|
||||
"message": response.message,
|
||||
"inference_result": response.inference_result
|
||||
}
|
||||
except Exception as e:
|
||||
logger.error(traceback.format_exc())
|
||||
raise HTTPException(status_code=500, detail="Internal Server Error")
|
||||
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||||
if __name__ == '__main__':
|
||||
uvicorn.run("main:app", host="0.0.0.0", port=8888, reload=True)
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||||
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||||
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|||
# Write package's name that need your app.
|
||||
grpcio==1.56.2
|
||||
protobuf==4.25.0
|
||||
fastapi
|
||||
uvicorn
|
||||
awscrt
|
||||
awsiotsdk
|
||||
pyyaml
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|||
syntax = "proto3";
|
||||
|
||||
package image;
|
||||
|
||||
service ImageService {
|
||||
rpc UploadImage (ImageRequest) returns (ImageResponse);
|
||||
}
|
||||
|
||||
message ImageRequest{
|
||||
string filename =1;
|
||||
bytes image_data = 2;
|
||||
}
|
||||
|
||||
message ImageResponse {
|
||||
string message = 1;
|
||||
string inference_result = 2;
|
||||
}
|
||||
|
|
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|
|||
# -*- coding: utf-8 -*-
|
||||
# Generated by the protocol buffer compiler. DO NOT EDIT!
|
||||
# source: image.proto
|
||||
# Protobuf Python Version: 4.25.0
|
||||
"""Generated protocol buffer code."""
|
||||
from google.protobuf import descriptor as _descriptor
|
||||
from google.protobuf import descriptor_pool as _descriptor_pool
|
||||
from google.protobuf import symbol_database as _symbol_database
|
||||
from google.protobuf.internal import builder as _builder
|
||||
# @@protoc_insertion_point(imports)
|
||||
|
||||
_sym_db = _symbol_database.Default()
|
||||
|
||||
|
||||
|
||||
|
||||
DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x0bimage.proto\x12\x05image\"4\n\x0cImageRequest\x12\x10\n\x08\x66ilename\x18\x01 \x01(\t\x12\x12\n\nimage_data\x18\x02 \x01(\x0c\":\n\rImageResponse\x12\x0f\n\x07message\x18\x01 \x01(\t\x12\x18\n\x10inference_result\x18\x02 \x01(\t2H\n\x0cImageService\x12\x38\n\x0bUploadImage\x12\x13.image.ImageRequest\x1a\x14.image.ImageResponseb\x06proto3')
|
||||
|
||||
_globals = globals()
|
||||
_builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
|
||||
_builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'image_pb2', _globals)
|
||||
if _descriptor._USE_C_DESCRIPTORS == False:
|
||||
DESCRIPTOR._options = None
|
||||
_globals['_IMAGEREQUEST']._serialized_start=22
|
||||
_globals['_IMAGEREQUEST']._serialized_end=74
|
||||
_globals['_IMAGERESPONSE']._serialized_start=76
|
||||
_globals['_IMAGERESPONSE']._serialized_end=134
|
||||
_globals['_IMAGESERVICE']._serialized_start=136
|
||||
_globals['_IMAGESERVICE']._serialized_end=208
|
||||
# @@protoc_insertion_point(module_scope)
|
|
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|
|||
# Generated by the gRPC Python protocol compiler plugin. DO NOT EDIT!
|
||||
"""Client and server classes corresponding to protobuf-defined services."""
|
||||
import grpc
|
||||
|
||||
import utils.image_pb2 as image__pb2
|
||||
|
||||
|
||||
class ImageServiceStub(object):
|
||||
"""Missing associated documentation comment in .proto file."""
|
||||
|
||||
def __init__(self, channel):
|
||||
"""Constructor.
|
||||
|
||||
Args:
|
||||
channel: A grpc.Channel.
|
||||
"""
|
||||
self.UploadImage = channel.unary_unary(
|
||||
'/image.ImageService/UploadImage',
|
||||
request_serializer=image__pb2.ImageRequest.SerializeToString,
|
||||
response_deserializer=image__pb2.ImageResponse.FromString,
|
||||
)
|
||||
|
||||
|
||||
class ImageServiceServicer(object):
|
||||
"""Missing associated documentation comment in .proto file."""
|
||||
|
||||
def UploadImage(self, request, context):
|
||||
"""Missing associated documentation comment in .proto file."""
|
||||
context.set_code(grpc.StatusCode.UNIMPLEMENTED)
|
||||
context.set_details('Method not implemented!')
|
||||
raise NotImplementedError('Method not implemented!')
|
||||
|
||||
|
||||
def add_ImageServiceServicer_to_server(servicer, server):
|
||||
rpc_method_handlers = {
|
||||
'UploadImage': grpc.unary_unary_rpc_method_handler(
|
||||
servicer.UploadImage,
|
||||
request_deserializer=image__pb2.ImageRequest.FromString,
|
||||
response_serializer=image__pb2.ImageResponse.SerializeToString,
|
||||
),
|
||||
}
|
||||
generic_handler = grpc.method_handlers_generic_handler(
|
||||
'image.ImageService', rpc_method_handlers)
|
||||
server.add_generic_rpc_handlers((generic_handler,))
|
||||
|
||||
|
||||
# This class is part of an EXPERIMENTAL API.
|
||||
class ImageService(object):
|
||||
"""Missing associated documentation comment in .proto file."""
|
||||
|
||||
@staticmethod
|
||||
def UploadImage(request,
|
||||
target,
|
||||
options=(),
|
||||
channel_credentials=None,
|
||||
call_credentials=None,
|
||||
insecure=False,
|
||||
compression=None,
|
||||
wait_for_ready=None,
|
||||
timeout=None,
|
||||
metadata=None):
|
||||
return grpc.experimental.unary_unary(request, target, '/image.ImageService/UploadImage',
|
||||
image__pb2.ImageRequest.SerializeToString,
|
||||
image__pb2.ImageResponse.FromString,
|
||||
options, channel_credentials,
|
||||
insecure, call_credentials, compression, wait_for_ready, timeout, metadata)
|
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Reference in New Issue