def bulk_load(self, **parameters): """For big input files, efficiently prune vocabulary and import docs. """ return core.call("bulk-load", self.executable, **parameters)
def prune(self, **parameters): """Remove features based on frequency or information gain. """ return core.call("prune", self.executable, **parameters)
def split(self, **parameters): """Divide data into testing, training, and validation portions. """ return core.call("split", self.executable, **parameters)
def infer_topics(self, **parameters): """Use a trained topic model to infer topics for new documents. """ return core.call("infer-topics", self.executable, **parameters)
def evaluate_topics(self, **parameters): """Estimate the probability of new documents under a trained model. """ return core.call("evaluate-topics", self.executable, **parameters)
def classify_svmlight(self, **parameters): """Classify data from a single file in SVMLight format. """ return core.call("classify-svmlight", self.executable, **parameters)
def train_topics(self, **parameters): """Train a topic model from MALLET data files. """ return core.call("train-topics", self.executable, **parameters)
def classify_dir(self, **parameters): """Classify the contents of a directory with a saved classifier. """ return core.call("classify-dir", self.executable, **parameters)
def classify_file(self, **parameters): """Classify data from a single file with a saved classifier. """ return core.call("classify-file", self.executable, **parameters)
def train_classifier(self, **parameters): """Train a classifier from MALLET data files. """ return core.call("train-classifier", self.executable, **parameters)
def info(self, **parameters): """Get information about MALLET instances. """ return core.call("info", self.executable, **parameters)
def import_svmlight(self, **parameters): """Load SVMLight data files into MALLET instances. """ return core.call("import-svmlight", self.executable, **parameters)
def import_file(self, **parameters): """Load a file into MALLET instances. """ return core.call("import-file", self.executable, **parameters)
def import_dir(self, **parameters): """Load contents of a directory into MALLET instances. """ return core.call("import-dir", self.executable, **parameters)