processing-pipelines/image-v2/labeler/csharp/Function.cs (71 lines of code) (raw):
// Copyright 2021 Google LLC
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// https://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
using Google.Cloud.Functions.Framework;
using Microsoft.Extensions.Logging;
using System.Threading.Tasks;
using Microsoft.AspNetCore.Http;
using System.IO;
using System;
using System.Text;
using Google.Cloud.Vision.V1;
using Google.Cloud.Storage.V1;
using System.Linq;
using Common;
using System.Collections.Generic;
using Newtonsoft.Json;
namespace Labeler
{
public class Function : IHttpFunction
{
private readonly ILogger _logger;
private readonly string _outputBucket;
private readonly HttpRequestReader _requestReader;
public Function(ILogger<Function> logger)
{
_logger = logger;
var configReader = new ConfigReader(logger);
_outputBucket = configReader.Read("BUCKET");
_requestReader = new HttpRequestReader(logger);
}
public async Task HandleAsync(HttpContext context)
{
_logger.LogInformation("Function received request");
try
{
var (bucket, file) = await _requestReader.ReadCloudStorageData(context);
var storageUrl = $"gs://{bucket}/{file}";
_logger.LogInformation($"Storage url: {storageUrl}");
var labels = await ExtractLabelsAsync(storageUrl);
var allLabels = string.Join(",", labels);
_logger.LogInformation($"This picture is labelled: {allLabels}");
using (var outputStream = new MemoryStream(Encoding.UTF8.GetBytes(allLabels)))
{
var outputObjectName = $"{Path.GetFileNameWithoutExtension(file)}-labels.txt";
var client = await StorageClient.CreateAsync();
await client.UploadObjectAsync(_outputBucket, outputObjectName, "text/plain", outputStream);
_logger.LogInformation($"Uploaded '{outputObjectName}' to bucket '{_outputBucket}'");
}
var topThreeLabels = string.Join(",", labels.Take(3));
var replyData = new {labels = topThreeLabels};
var json = JsonConvert.SerializeObject(replyData);
_logger.LogInformation($"Replying back with json: {json}");
context.Response.ContentType = "application/json";
await context.Response.WriteAsync(json);
}
catch (Exception e)
{
_logger.LogError($"Error processing: " + e.Message);
throw e;
}
}
private async Task<List<string>> ExtractLabelsAsync(string storageUrl)
{
var visionClient = ImageAnnotatorClient.Create();
var labels = await visionClient.DetectLabelsAsync(Image.FromUri(storageUrl), maxResults: 10);
var orderedLabels = labels
.OrderByDescending(x => x.Score)
.TakeWhile((x, i) => i <= 2 || x.Score > 0.50)
.Select(x => x.Description)
.ToList();
return orderedLabels;
}
}
}