Exemplo n.º 1
0
        public void Execute(AnalysisExecutionContext context)
        {
            _context = context;

            if (context.Results.Count <= 0)
            {
                context.OnExecutionProgress("MechanicalTurk", new AnalysisExecutionProgressEventArgs(AnalysisExecutionStatus.Canceled, 0, 0, 0));
                return;
            }

            MechanicalTurkSettings settings = context.CustomField as MechanicalTurkSettings;

            if (settings == null)
            {
                settings = new MechanicalTurkSettings(null, 3, new decimal(0.10), 300, 1800, 75);
            }

            string key    = context.Key;
            string secret = context.Secret;

            MTurkConfig  config = new MTurkConfig(_serviceURL, key, secret);
            SimpleClient client = new SimpleClient(config);

            List <QualificationRequirement> requirements   = new List <QualificationRequirement>();
            QualificationRequirement        sucRequirement = new QualificationRequirement();

            sucRequirement.QualificationTypeId   = MTurkSystemQualificationTypes.ApprovalRateQualification;
            sucRequirement.IntegerValueSpecified = true;
            sucRequirement.IntegerValue          = settings.PercentOfSuccess;
            sucRequirement.Comparator            = Comparator.GreaterThanOrEqualTo;
            requirements.Add(sucRequirement);

            if (settings.Locale != null)
            {
                QualificationRequirement qualReq = new QualificationRequirement();
                qualReq.LocaleValue = new Locale()
                {
                    Country = settings.Locale
                };
                qualReq.Comparator          = Comparator.EqualTo;
                qualReq.QualificationTypeId = MTurkSystemQualificationTypes.LocaleQualification;
                requirements.Add(qualReq);
            }

            string hitType = string.Empty;

            try
            {
                if (context.UseDebugMode)
                {
                    TimeSpan time = TimeSpan.Zero;
                    hitType = BenchmarkHelper.Invoke(new InvokeBenchmarkHandler(delegate(object state)
                    {
                        return(hitType = client.RegisterHITType("Sentiment analysis", "Judge the sentiment expressed by the following text.",
                                                                settings.TimeToApprove, settings.TimeToFinish, settings.Reward, "sentiment nlp", requirements));
                    }), null, out time) as string;
                    Console.WriteLine("MechanicalTurk: HIT type for sentiment analysis has been created. HIT type ID is: {0} Execution time is: {1}", hitType, time.TotalMilliseconds);
                }
                else
                {
                    hitType = client.RegisterHITType("Sentiment analysis", "Judge the sentiment expressed by the following text.",
                                                     settings.TimeToApprove, settings.TimeToFinish, settings.Reward, "sentiment, nlp", requirements);
                }

                NotificationSpecification notification = new NotificationSpecification();
                notification.Transport   = NotificationTransport.Email;
                notification.EventType   = new EventType[] { EventType.AssignmentReturned };
                notification.Destination = settings.Email;
                notification.Version     = "2006-05-05";

                if (settings.Email != null)
                {
                    client.SetHITTypeNotification(hitType, notification, true);
                }
                else
                {
                    notification.Destination = "*****@*****.**";
                    client.SetHITTypeNotification(hitType, notification, false);
                }
            }
            catch (Exception ex)
            {
                AnalysisExecutionProgressEventArgs ea = new AnalysisExecutionProgressEventArgs(AnalysisExecutionStatus.Failed, context.Results.Count, 0, 0);
                ea.Reason = ex.Message;
                context.OnExecutionProgress("MechanicalTurk", ea);

                if (ea.Cancel)
                {
                    return;
                }
            }

            string       questionFile = Path.Combine(AppDomain.CurrentDomain.SetupInformation.ApplicationBase, "SentimentTemplate.xml");
            string       template     = File.ReadAllText(questionFile);
            QuestionForm formTemplate = QuestionUtil.DeserializeQuestionForm(template);

            int processed = 0;
            int failed    = 0;

            foreach (KeyValuePair <string, ResultSet> document in context.Results)
            {
                formTemplate.Question[0].QuestionIdentifier       = document.Key;
                formTemplate.Question[0].QuestionContent.Items[0] = Encoding.UTF8.GetString(Encoding.Default.GetBytes(document.Value.Source));
                string question = QuestionUtil.SerializeQuestionForm(formTemplate);

                HIT hit = new HIT();
                hit.Expiration              = DateTime.Now.AddDays(1);
                hit.ExpirationSpecified     = true;
                hit.HITGroupId              = "SentimentAnalysis";
                hit.HITTypeId               = hitType;
                hit.MaxAssignments          = settings.Assignments;
                hit.MaxAssignmentsSpecified = true;
                hit.Question = question;

                HIT serverHit = null;
                try
                {
                    processed++;
                    if (context.UseDebugMode)
                    {
                        TimeSpan time = TimeSpan.Zero;
                        serverHit = BenchmarkHelper.Invoke(new InvokeBenchmarkHandler(delegate(object state)
                        {
                            return(client.CreateHIT(hit));
                        }), null, out time) as HIT;
                        Console.WriteLine("MechanicalTurk: HIT {0} has been sent to Mechanical turk for processing. Execution time is: {1}", serverHit.HITId, time.TotalMilliseconds);
                    }
                    else
                    {
                        serverHit = client.CreateHIT(hit);
                    }

                    document.Value.AddOutput("MechanicalTurk", settings.Assignments, serverHit.HITId);
                    AnalysisExecutionProgressEventArgs e = new AnalysisExecutionProgressEventArgs(AnalysisExecutionStatus.Processed, context.Results.Count, processed, failed);
                    context.OnExecutionProgress("MechanicalTurk", e);

                    if (e.Cancel)
                    {
                        break;
                    }
                }
                catch (Exception ex)
                {
                    failed++;
                    document.Value.AddOutput("MechanicalTurk", 0, "failed");
                    AnalysisExecutionProgressEventArgs ea = new AnalysisExecutionProgressEventArgs(AnalysisExecutionStatus.Failed, context.Results.Count, processed, failed);
                    ea.Reason = ex.Message;
                    context.OnExecutionProgress("MechanicalTurk", ea);

                    if (ea.Cancel)
                    {
                        break;
                    }
                }
            }

            context.OnExecutionProgress("MechanicalTurk", new AnalysisExecutionProgressEventArgs(AnalysisExecutionStatus.Success, context.Results.Count, processed, failed));
        }
Exemplo n.º 2
0
        public HIT CreateExternalHIT(string url, Dictionary <string, object> HitParams)
        {
            String HitType = Default_HitType;

            String title       = (string)HitParams["Title"];
            String description = (string)HitParams["TaskDescription"];

            String keywords = Default_KeyWords;

            if (HitParams.ContainsKey("KeyWords"))
            {
                keywords = (string)HitParams["KeyWords"];
            }

            /**************************External Question******************/
            ExternalQuestion myExtQuestion = new ExternalQuestion();

            myExtQuestion.ExternalURL = url;
            if (HitParams.ContainsKey("FrameHeight"))
            {
                myExtQuestion.FrameHeight = HitParams["FrameHeight"].ToString();
            }
            else
            {
                myExtQuestion.FrameHeight = Default_FrameHeight.ToString();
            }
            /*********************************************************/

            decimal reward = Default_Reward;

            if (HitParams.ContainsKey("Reward"))
            {
                reward = Convert.ToDecimal((double)HitParams["Reward"]);
            }

            long assignmentDuration = Default_assignmentDurationInSeconds;

            if (HitParams.ContainsKey("AssignmentDuration"))
            {
                assignmentDuration = (long)Convert.ToInt64(HitParams["AssignmentDuration"]);
            }

            long autoApporvalTime = Default_autoApprovalDelayInSeconds;

            if (HitParams.ContainsKey("AutoApprovalTime"))
            {
                autoApporvalTime = (long)Convert.ToInt64(HitParams["AutoApprovalTime"]);
            }

            long lifeTime = Default_lifetimeInSeconds;

            if (HitParams.ContainsKey("AssignmentLifeTime"))
            {
                lifeTime = (long)Convert.ToInt64(HitParams["AssignmentLifeTime"]);
            }


            int maxAssignments = Default_MaxAssignments;

            if (HitParams.ContainsKey("MaxHITs"))
            {
                maxAssignments = (int)HitParams["MaxHITs"];
            }

            String requesterAnnotation = Default_requesterAnnotation;

            if (HitParams.ContainsKey("RequesterAnnotation"))
            {
                requesterAnnotation = (string)HitParams["RequesterAnnotation"];
            }

            /***************Qualifications***************************************/

            List <QualificationRequirement> qualReqs = new List <QualificationRequirement>();


            if (HitParams.ContainsKey("Country"))
            {
                //setting the qualification requirements
                QualificationRequirement qualReq = new QualificationRequirement();
                qualReq.QualificationTypeId = MTurkSystemQualificationTypes.LocaleQualification; // locale system qual identifier
                Locale country = new Locale();
                country.Country     = "US";
                qualReq.LocaleValue = country;
                qualReq.Comparator  = Comparator.EqualTo;
                qualReqs.Add(qualReq);
            }

            if (HitParams.ContainsKey("Masters"))
            {
                QualificationRequirement qualReq1 = new QualificationRequirement();
                if (sandBox)
                {
                    qualReq1.QualificationTypeId = "2ARFPLSP75KLA8M8DH1HTEQVJT3SY6"; // masters
                }
                else
                {
                    qualReq1.QualificationTypeId = "2F1QJWKUDD8XADTFD2Q0G6UTO95ALH"; // masters
                }
                qualReq1.Comparator = Comparator.Exists;
                qualReqs.Add(qualReq1);
            }

            /*if ((string)HitParams["PercentApproved"] == "Masters")
             * {
             *  QualificationRequirement qualReq1 = new QualificationRequirement();
             *  qualReq1.QualificationTypeId = "2F1QJWKUDD8XADTFD2Q0G6UTO95ALH"; // masters
             *  qualReq1.Comparator = Comparator.Exists;
             *  qualReqs.Add(qualReq1);
             * }*/

            /****************************************************************/

            String[] responseGroup = Default_ResponseGroup;
            if (HitParams.ContainsKey("ResponseGroup"))
            {
                responseGroup = (string[])HitParams["ResponseGroup"];
            }

            /************************Now create a HIT *****************************/

            HIT h = client.CreateHIT(HitType,
                                     title,
                                     description,
                                     keywords,
                                     myExtQuestion,
                                     reward,
                                     assignmentDuration, // 1 hour
                                     autoApporvalTime,   // 15 days
                                     lifeTime,           // 3 days,
                                     maxAssignments,
                                     requesterAnnotation,
                                     qualReqs,
                                     responseGroup);

            Console.WriteLine("Created HIT: {0} ({1})", h.HITId, client.GetPreviewURL(h.HITTypeId));

            return(h);
        }