public virtual async Task <Response <PersonalizerRankResult> > RankAsync(PersonalizerRankOptions rankRequest, CancellationToken cancellationToken = default)
{
using var scope = _clientDiagnostics.CreateScope("RankClient.Rank");
scope.Start();
try
{
return(await RestClient.RankAsync(rankRequest, cancellationToken).ConfigureAwait(false));
}
catch (Exception e)
{
scope.Failed(e);
throw;
}
}
public virtual Response <PersonalizerRankResult> Rank(PersonalizerRankOptions rankRequest, CancellationToken cancellationToken = default)
{
using var scope = _clientDiagnostics.CreateScope("RankClient.Rank");
scope.Start();
try
{
return(RestClient.Rank(rankRequest, cancellationToken));
}
catch (Exception e)
{
scope.Failed(e);
throw;
}
}
public Response <PersonalizerRankResult> Rank(PersonalizerRankOptions options)
{
string eventId = options.EventId;
if (String.IsNullOrEmpty(eventId))
{
eventId = Guid.NewGuid().ToString("N", CultureInfo.InvariantCulture);
}
HashSet <string> excludedSet = new HashSet <string>(options.ExcludedActions);
// Store the original action list
List <PersonalizerRankableAction> originalActions = new List <PersonalizerRankableAction>();
List <PersonalizerRankableAction> rankableActions = new List <PersonalizerRankableAction>();
List <PersonalizerRankableAction> excludedActions = new List <PersonalizerRankableAction>();
int idx = 0;
foreach (var action in options.Actions)
{
PersonalizerRankableAction actionCopy = new PersonalizerRankableAction(action.Id, action.Features);
actionCopy.Index = idx;
originalActions.Add(actionCopy);
if (excludedSet.Contains(actionCopy.Id))
{
excludedActions.Add(actionCopy);
}
else
{
rankableActions.Add(actionCopy);
}
++idx;
}
// Convert options to the compatible parameter for ChooseRank
var contextJson = RlObjectConverter.ConvertToContextJson(options.ContextFeatures, rankableActions);
ActionFlags flags = options.DeferActivation == true ? ActionFlags.Deferred : ActionFlags.Default;
// Call ChooseRank of local RL.Net
RankingResponseWrapper rankingResponseWrapper = liveModel.ChooseRank(eventId, contextJson, flags);
// Convert response to PersonalizerRankResult
var value = RlObjectConverter.GenerateRankResult(originalActions, rankableActions, excludedActions, rankingResponseWrapper, options.EventId);
return(Response.FromValue(value, default));
}
public async Task <Response <PersonalizerRankResult> > RankAsync(PersonalizerRankOptions rankRequest, CancellationToken cancellationToken = default)
{
if (rankRequest == null)
{
throw new ArgumentNullException(nameof(rankRequest));
}
using var message = CreateRankRequest(rankRequest);
await _pipeline.SendAsync(message, cancellationToken).ConfigureAwait(false);
switch (message.Response.Status)
{
case 201:
{
PersonalizerRankResult value = default;
using var document = await JsonDocument.ParseAsync(message.Response.ContentStream, default, cancellationToken).ConfigureAwait(false);
value = PersonalizerRankResult.DeserializePersonalizerRankResult(document.RootElement);
return(Response.FromValue(value, message.Response));
}
internal HttpMessage CreateRankRequest(PersonalizerRankOptions rankRequest)
{
var message = _pipeline.CreateMessage();
var request = message.Request;
request.Method = RequestMethod.Post;
var uri = new RawRequestUriBuilder();
uri.AppendRaw(endpoint, false);
uri.AppendRaw("/personalizer/v1.1-preview.1", false);
uri.AppendPath("/rank", false);
request.Uri = uri;
request.Headers.Add("Accept", "application/json");
request.Headers.Add("Content-Type", "application/json");
var content = new Utf8JsonRequestContent();
content.JsonWriter.WriteObjectValue(rankRequest);
request.Content = content;
return(message);
}
/// <summary> Submit a Personalizer rank request. Receives a context and a list of actions. Returns which of the provided actions should be used by your application, in rewardActionId. </summary>
/// <param name="options"> A Personalizer Rank request. </param>
/// <param name="cancellationToken"> The cancellation token to use. </param>
public virtual Response <PersonalizerRankResult> Rank(PersonalizerRankOptions options, CancellationToken cancellationToken = default)
{
using var scope = clientDiagnostics.CreateScope("PersonalizerClient.Rank");
scope.Start();
try
{
if (useLocalInference)
{
validateAndUpdateLiveModelConfig();
return(rlNetProcessor.Value.Rank(options));
}
else
{
return(RankRestClient.Rank(options, cancellationToken));
}
}
catch (Exception e)
{
scope.Failed(e);
throw;
}
}
/// <summary> Submit a Personalizer rank request. Receives a context and a list of actions. Returns which of the provided actions should be used by your application, in rewardActionId. </summary>
/// <param name="actions">The set of actions the Personalizer service
/// can pick from.
/// The set should not contain more than 50 actions.
/// The order of the actions does not affect the rank result but the
/// order
/// should match the sequence your application would have used to
/// display them.
/// The first item in the array will be used as Baseline item in
/// Offline evaluations.</param>
/// <param name="contextFeatures">Features of the context used for
/// Personalizer as a dictionary of dictionaries. This depends on the application, and
/// typically includes features about the current user, their
/// device, profile information, aggregated data about time and date, etc.
/// Features should not include personally identifiable information (PII),
/// unique UserIDs, or precise timestamps. Need to be JSON serializable.
/// https://docs.microsoft.com/azure/cognitive-services/personalizer/concepts-features.
/// </param>
/// <param name="cancellationToken"> The cancellation token to use. </param>
public virtual Response <PersonalizerRankResult> Rank(IEnumerable <PersonalizerRankableAction> actions, IEnumerable <object> contextFeatures, CancellationToken cancellationToken = default)
{
PersonalizerRankOptions options = new PersonalizerRankOptions(actions, contextFeatures);
return(Rank(options, cancellationToken));
}
/// <summary> Submit a Personalizer rank request. Receives a context and a list of actions. Returns which of the provided actions should be used by your application, in rewardActionId. </summary>
/// <param name="actions">The set of actions the Personalizer service
/// can pick from.
/// The set should not contain more than 50 actions.
/// The order of the actions does not affect the rank result but the
/// order
/// should match the sequence your application would have used to
/// display them.
/// The first item in the array will be used as Baseline item in
/// Offline evaluations.</param>
/// <param name="contextFeatures">Features of the context used for
/// Personalizer as a dictionary of dictionaries. This depends on the application, and
/// typically includes features about the current user, their
/// device, profile information, aggregated data about time and date, etc.
/// Features should not include personally identifiable information (PII),
/// unique UserIDs, or precise timestamps. Need to be JSON serializable.
/// https://docs.microsoft.com/azure/cognitive-services/personalizer/concepts-features.
/// </param>
/// <param name="cancellationToken"> The cancellation token to use. </param>
public virtual async Task <Response <PersonalizerRankResult> > RankAsync(IEnumerable <PersonalizerRankableAction> actions, IEnumerable <object> contextFeatures, CancellationToken cancellationToken = default)
{
PersonalizerRankOptions options = new PersonalizerRankOptions(actions, contextFeatures);
return(await RankAsync(options, cancellationToken).ConfigureAwait(false));
}
