I am currently working on TF ML project and its working. I am writing my client side with C#. I already used an updated Python script for testing shown below.
import requests
import json
from keras.preprocessing.image import img_to_array, array_to_img
from keras.preprocessing import image
flowers = ['c:/flower_photos/daisy/107592979_aaa9cdfe78_m.jpg', 'c:/flower_photos/daisy/134409839_71069a95d1_m.jpg', 'c:/flower_photos/daisy/144099102_bf63a41e4f_n.jpg','c:/flower_photos/daisy/154332674_453cea64f4.jpg']
for x in flowers:
image1 = img_to_array(image.load_img(x, target_size=(128,128))) / 255
payload = {
"instances": [{'image': image1.tolist()},
]
}
print("sending request...")
r = requests.post('http://localhost:8501/v1/models/squishbumps/versions/1:predict', json=payload)
print(r.content)
I am implementing this with C#. I have come to a hard stop with converting the image to binary and JSON formatting.
My C# routine is as follows
public string PostImageToServerAndClassify(string imagePath)
{
//https://stackoverflow.com/questions/9145667/how-to-post-json-to-a-server-using-c
string result = null;
string ModelName = cmbProjectNames.Text.Replace(" ", "");
string status_url = String.Format("http://localhost:{0}/v1/models/{1}/versions/{2}:predict", txtPort.Text, ModelName, txtVersion.Text);
string Base64Image = ImageToBase64String(imagePath);
var httpWebRequest = (HttpWebRequest)WebRequest.Create(status_url);
httpWebRequest.ContentType = "application/json";
httpWebRequest.Method = "POST";
using (var streamWriter = new StreamWriter(httpWebRequest.GetRequestStream()))
{
string json = @"{"+ @"""instances""" + @":[{" + @"""image:""" + Base64Image + @"}]}";
streamWriter.Write(json);
streamWriter.Flush();
streamWriter.Close();
}
var httpResponse = (HttpWebResponse)httpWebRequest.GetResponse();
using (var streamReader = new StreamReader(httpResponse.GetResponseStream()))
{
result = streamReader.ReadToEnd();
}
return result;
}
Image to binary conversion routine is
public string ImageToBase64String(string imagePath)
{
//https://arcanecode.com/2007/03/21/encoding-strings-to-base64-in-c/
System.Drawing.Image img = Image.FromFile(imagePath);
MemoryStream ms = new MemoryStream();
img.Save(ms, System.Drawing.Imaging.ImageFormat.Jpeg);
string returnValue = System.Convert.ToBase64String(ms.ToArray());
return returnValue;
}
Currently I am getting following error :
{
"error": "JSON Parse error: Missing a name for object member. at offset: 1"
}
I am sure that my json formatting is not right. Could someone show me how I could get this fixed ?
If I could see whats the string comming to Server by sniffing the port when Python requests works is the best. Any software I could check ?