【发布时间】:2021-06-17 20:12:25
【问题描述】:
我有一个机器学习模型,它可以拍摄一张照片并返回一个预测,我将它上传到一个烧瓶服务器并在我使用 HTML 创建的网站上对其进行了测试,它可以工作,但是当我尝试将它与颤振应用程序一起使用时当我尝试从我的应用程序上传图片时,我收到此错误:Unhandled Exception: FormatException: Unexpected character (at character 1)。另外,我得到的 statusCode 是 400 .. 这些是我的代码。 任何帮助将不胜感激。
这是我创建烧瓶实例的python代码(当我尝试使用flutter应用程序建立连接时,我在我的cmd上运行它)
from flask import Flask, render_template, request, jsonify
import cv2
import numpy as np
import pandas as pd
import tensorflow
from tensorflow import keras
from tensorflow.python.keras import backend as k
app = Flask(__name__)
model = tensorflow.keras.models.load_model('model.h5')
@app.route('/')
def index():
return render_template("index.html", data="hey")
@app.route("/prediction", methods=["POST"])
def prediction():
img = request.files['img']
img.save("img.jpg")
image = cv2.imread("img.jpg")
image = cv2.resize(image, (224,224))
image = np.reshape(image, (1,224,224,3))
pred = model.predict(image)
pred = pred > 0.5
if(pred):
predd="Malignant"
else:
predd="Benign"
return jsonify({"prediction": predd,})
#this ip is my network's IPv4
#(I connected both my laptop and mobile to this WiFi while establishing the connection)
if __name__ == "__main__":
app.run(debug=False,host='192.168.1.103',port=5000)
这是我在flutter中用来建立连接的代码
sendImageToServer(File imageFile) async {
var stream = new http.ByteStream(imageFile.openRead());
stream.cast();
var length = await imageFile.length();
print(length);
//this ip is my network's IPv4
//(I connected both my laptop and mobile
//to this WiFi while establishing the connection)
var uri = Uri.parse('http://192.168.1.103:5000/prediction');
var request = new http.MultipartRequest("POST", uri);
var multipartFile = new http.MultipartFile('file', stream, length,
filename:
basename(imageFile.path));
request.files.add(multipartFile);
request.headers["Content-Type"] = 'multipart/form-data';
var streamedResponse = await request.send();
var response = await http.Response.fromStream(streamedResponse);
print(response);
final Map<String, dynamic> responseJson =
json.decode(response.toString()) as Map<String, dynamic>;
print(responseJson.toString());
pre = responseJson["prediction"];
print(pre);
setState(() {
prediction = pre;
});
}
Future getImage() async {
final image = await picker.getImage(source: ImageSource.gallery);
sendImageToServer(File(image.path));
setState(() {
fileImage = File(image.path);
sendImageToServer(fileImage);
});
}
这也是我发送请求时在 cmd 上得到的结果
192.168.1.108 - - [20/Mar/2021 19:14:39] "←[1m←[31mPOST /prediction HTTP/1.1←[0m" 400 -
【问题讨论】:
标签: python flutter flask request multipart