private static MalMostPopularRecSource CreateRecSourceFromRequest(LoadRecSourceRequest <MostPopularRecSourceParams> request)
{
return(new MalMostPopularRecSource(
minEpisodesToCountIncomplete: request.Params.MinEpisodesToCountIncomplete,
useDropped: request.Params.UseDropped
));
}
private static MalAverageScoreRecSource CreateRecSourceFromRequest(LoadRecSourceRequest <AverageScoreRecSourceParams> request)
{
return(new MalAverageScoreRecSource(
minEpisodesToCountIncomplete: request.Params.MinEpisodesToCountIncomplete,
useDropped: request.Params.UseDropped,
minUsersToCountAnime: request.Params.MinUsersToCountAnime
));
}
private static MalAnimeRecsRecSource CreateRecSourceFromRequest(LoadRecSourceRequest <AnimeRecsRecSourceParams> request)
{
return(new MalAnimeRecsRecSource(
numRecommendersToUse: request.Params.NumRecommendersToUse,
fractionConsideredRecommended: request.Params.FractionConsideredRecommended,
minEpisodesToClassifyIncomplete: request.Params.MinEpisodesToClassifyIncomplete
));
}
public Task LoadRecSourceAsync(LoadRecSourceRequest request, TimeSpan timeout, CancellationToken cancellationToken)
{
Operation <LoadRecSourceRequest> operation = new Operation <LoadRecSourceRequest>(
opName: OperationTypes.LoadRecSource,
payload: request
);
return(DoOperationWithoutResponseBodyAsync(operation, timeout, cancellationToken, descriptionForErrors: "loading rec source " + request.Name));
}
public Task LoadRecSourceAsync(LoadRecSourceRequest recSourceConfig, CancellationToken cancellationToken)
{
if (JsonRecSourceTypes.ContainsKey(recSourceConfig.Type))
{
Type jsonRecSourceType = JsonRecSourceTypes[recSourceConfig.Type];
// recSourceConfig's static type is LoadRecSourceRequest.
// Its real type will be something like LoadRecSourceRequest<AverageScoreRecSourceParams> thanks to the custom JsonConverter.
// A json rec source is expected to have one or more constructors taking types derived from LoadRecSourceRequest.
Func <ITrainableJsonRecSource> recSourceFactory = () => (ITrainableJsonRecSource)(Activator.CreateInstance(jsonRecSourceType, recSourceConfig));
return(LoadRecSourceAsync(recSourceFactory, recSourceConfig.Name, recSourceConfig.ReplaceExisting, cancellationToken));
}
else
{
throw new KeyNotFoundException(string.Format("{0} is not a valid rec source type.", recSourceConfig.Name));
}
}
private static LoadRecSourceRequest ConvertRecSourceSection(IConfigurationSection recSourceSection)
{
string recSourceName = recSourceSection.Key;
string recSourceType = recSourceSection.GetValue <string>("Type");
if (!RecSourceTypes.LoadRecSourceRequestFactories.TryGetValue(recSourceType, out Func <LoadRecSourceRequest> recSourceRequestFactory))
{
throw new Exception(string.Format("There is no rec source type called \"{0}\".", recSourceType));
}
LoadRecSourceRequest recSourceRequest = recSourceRequestFactory();
recSourceRequest.Name = recSourceName;
recSourceRequest.Type = recSourceType;
RecSourceParams recSourceParams = recSourceRequest.GetParams();
IConfigurationSection paramsSection = recSourceSection.GetSection("Params");
paramsSection.Bind(recSourceParams);
return(recSourceRequest);
}
public static Config LoadFromFile(string filePath)
{
Config config = new Config();
IConfigurationBuilder configBuilder = new ConfigurationBuilder()
.AddXmlFile(filePath);
IConfigurationRoot rawConfig = configBuilder.Build();
config.ConnectionStrings.AnimeRecs = rawConfig.GetValue <string>("ConnectionStrings:AnimeRecs");
config.FinalizeAfterLoad = rawConfig.GetValue <bool>("FinalizeAfterLoad");
config.LoggingConfigPath = rawConfig.GetValue <string>("LoggingConfigPath");
IConfigurationSection recSourcesSection = rawConfig.GetSection("RecSources");
foreach (IConfigurationSection recSourceSection in recSourcesSection.GetChildren())
{
LoadRecSourceRequest recSource = ConvertRecSourceSection(recSourceSection);
config.RecSources.Add(recSource);
}
return(config);
}
public ItemKNNJsonRecSource(LoadRecSourceRequest <ItemKNNRecSourceParams> request)
: base(CreateRecSourceFromRequest(request))
{
;
}
public MostPopularJsonRecSource(LoadRecSourceRequest <MostPopularRecSourceParams> request)
: base(CreateRecSourceFromRequest(request))
{
;
}
public AverageScoreJsonRecSource(LoadRecSourceRequest <AverageScoreRecSourceParams> request)
: base(CreateRecSourceFromRequest(request))
{
;
}
private static MalMyMediaLiteItemRecommenderRecSource <BPRMF> CreateRecSourceFromRequest(LoadRecSourceRequest <BPRMFRecSourceParams> request)
{
BPRMF underlyingRecSource = new BPRMF();
if (request.Params.BiasReg != null)
{
underlyingRecSource.BiasReg = request.Params.BiasReg.Value;
}
if (request.Params.LearnRate != null)
{
underlyingRecSource.LearnRate = request.Params.LearnRate.Value;
}
if (request.Params.NumFactors != null)
{
underlyingRecSource.NumFactors = request.Params.NumFactors.Value;
}
if (request.Params.NumIter != null)
{
underlyingRecSource.NumIter = request.Params.NumIter.Value;
}
if (request.Params.RegI != null)
{
underlyingRecSource.RegI = request.Params.RegI.Value;
}
if (request.Params.RegJ != null)
{
underlyingRecSource.RegJ = request.Params.RegJ.Value;
}
if (request.Params.RegU != null)
{
underlyingRecSource.RegU = request.Params.RegU.Value;
}
if (request.Params.UniformUserSampling != null)
{
underlyingRecSource.UniformUserSampling = request.Params.UniformUserSampling.Value;
}
if (request.Params.UpdateJ != null)
{
underlyingRecSource.UpdateJ = request.Params.UpdateJ.Value;
}
if (request.Params.WithReplacement != null)
{
underlyingRecSource.WithReplacement = request.Params.WithReplacement.Value;
}
MalMyMediaLiteItemRecommenderRecSource <BPRMF> recSource = new MalMyMediaLiteItemRecommenderRecSource <BPRMF>(
recommender: underlyingRecSource,
fractionConsideredRecommended: request.Params.FractionConsideredRecommended,
minEpisodesToClassifyIncomplete: request.Params.MinEpisodesToClassifyIncomplete,
minUsersToCountAnime: request.Params.MinUsersToCountAnime
);
return(recSource);
}
public BPRMFJsonRecSource(LoadRecSourceRequest <BPRMFRecSourceParams> request)
: base(CreateRecSourceFromRequest(request))
{
;
}
public AnimeRecsJsonRecSource(LoadRecSourceRequest <AnimeRecsRecSourceParams> request)
: base(CreateRecSourceFromRequest(request))
{
;
}
private static MalMyMediaLiteRatingPredictionRecSource <ItemKNN> CreateRecSourceFromRequest(LoadRecSourceRequest <ItemKNNRecSourceParams> request)
{
ItemKNN underlyingRecSource = new ItemKNN();
if (request.Params.Alpha != null)
{
underlyingRecSource.Alpha = request.Params.Alpha.Value;
}
if (request.Params.Correlation != null)
{
underlyingRecSource.Correlation = (RatingCorrelationType)Enum.Parse(typeof(RatingCorrelationType), request.Params.Correlation);
}
if (request.Params.K != null)
{
underlyingRecSource.K = request.Params.K.Value;
}
if (request.Params.NumIter != null)
{
underlyingRecSource.NumIter = request.Params.NumIter.Value;
}
if (request.Params.RegI != null)
{
underlyingRecSource.RegI = request.Params.RegI.Value;
}
if (request.Params.RegU != null)
{
underlyingRecSource.RegU = request.Params.RegU.Value;
}
if (request.Params.WeightedBinary != null)
{
underlyingRecSource.WeightedBinary = request.Params.WeightedBinary.Value;
}
MalMyMediaLiteRatingPredictionRecSource <ItemKNN> recSource = new MalMyMediaLiteRatingPredictionRecSource <ItemKNN>(
recommender: underlyingRecSource,
minEpisodesToCountIncomplete: request.Params.MinEpisodesToCountIncomplete,
useDropped: request.Params.UseDropped,
minUsersToCountAnime: request.Params.MinUsersToCountAnime
);
return(recSource);
}
private static MalMyMediaLiteRatingPredictionRecSource <SVDPlusPlus> CreateRecSourceFromRequest(LoadRecSourceRequest <SVDPlusPlusRecSourceParams> request)
{
SVDPlusPlus underlyingRecSource = new SVDPlusPlus();
if (request.Params.BiasLearnRate != null)
{
underlyingRecSource.BiasLearnRate = request.Params.BiasLearnRate.Value;
}
if (request.Params.BiasReg != null)
{
underlyingRecSource.BiasReg = request.Params.BiasReg.Value;
}
if (request.Params.FrequencyRegularization != null)
{
underlyingRecSource.FrequencyRegularization = request.Params.FrequencyRegularization.Value;
}
if (request.Params.LearnRate != null)
{
underlyingRecSource.LearnRate = request.Params.LearnRate.Value;
}
if (request.Params.NumFactors != null)
{
underlyingRecSource.NumFactors = request.Params.NumFactors.Value;
}
if (request.Params.NumIter != null)
{
underlyingRecSource.NumIter = request.Params.NumIter.Value;
}
if (request.Params.Regularization != null)
{
underlyingRecSource.Regularization = request.Params.Regularization.Value;
}
MalMyMediaLiteRatingPredictionRecSource <SVDPlusPlus> recSource = new MalMyMediaLiteRatingPredictionRecSource <SVDPlusPlus>(
recommender: underlyingRecSource,
minEpisodesToCountIncomplete: request.Params.MinEpisodesToCountIncomplete,
useDropped: request.Params.UseDropped,
minUsersToCountAnime: request.Params.MinUsersToCountAnime
);
return(recSource);
}
public SVDPlusPlusJsonRecSource(LoadRecSourceRequest <SVDPlusPlusRecSourceParams> request)
: base(CreateRecSourceFromRequest(request))
{
;
}
private static MalMyMediaLiteRatingPredictionRecSource <BiasedMatrixFactorization> CreateRecSourceFromRequest(LoadRecSourceRequest <BiasedMatrixFactorizationRecSourceParams> request)
{
BiasedMatrixFactorization underlyingRecSource = new BiasedMatrixFactorization();
if (request.Params.BiasLearnRate != null)
{
underlyingRecSource.BiasLearnRate = request.Params.BiasLearnRate.Value;
}
if (request.Params.BiasReg != null)
{
underlyingRecSource.BiasReg = request.Params.BiasReg.Value;
}
if (request.Params.BoldDriver != null)
{
underlyingRecSource.BoldDriver = request.Params.BoldDriver.Value;
}
if (request.Params.FrequencyRegularization != null)
{
underlyingRecSource.FrequencyRegularization = request.Params.FrequencyRegularization.Value;
}
if (request.Params.LearnRate != null)
{
underlyingRecSource.LearnRate = request.Params.LearnRate.Value;
}
if (request.Params.NumFactors != null)
{
underlyingRecSource.NumFactors = request.Params.NumFactors.Value;
}
if (request.Params.NumIter != null)
{
underlyingRecSource.NumIter = request.Params.NumIter.Value;
}
if (request.Params.OptimizationTarget != null)
{
underlyingRecSource.Loss = (OptimizationTarget)Enum.Parse(typeof(OptimizationTarget), request.Params.OptimizationTarget);
}
if (request.Params.RegI != null)
{
underlyingRecSource.RegI = request.Params.RegI.Value;
}
if (request.Params.RegU != null)
{
underlyingRecSource.RegU = request.Params.RegU.Value;
}
MalMyMediaLiteRatingPredictionRecSource <BiasedMatrixFactorization> recSource = new MalMyMediaLiteRatingPredictionRecSource <BiasedMatrixFactorization>(
recommender: underlyingRecSource,
minEpisodesToCountIncomplete: request.Params.MinEpisodesToCountIncomplete,
useDropped: request.Params.UseDropped,
minUsersToCountAnime: request.Params.MinUsersToCountAnime
);
return(recSource);
}
public BiasedMatrixFactorizationJsonRecSource(LoadRecSourceRequest <BiasedMatrixFactorizationRecSourceParams> request)
: base(CreateRecSourceFromRequest(request))
{
;
}