def ranges(self): ranges = dict() ranges["n_estimators"] = ValidSetRange(range(1, 10000), 9) ranges["max_features"] = ValidSetRange(range(1, 10000), 9) ranges["min_samples_leaf"] = ValidSetRange(range(1, 10000), 3) ranges["random_state"] = ValidSetRange(range(1, 1000000), 2019) return ranges
def ranges(self): ranges = dict() ranges["max_iterations"] = ValidSetRange(range(1, 1000000), 1) ranges["num_epochs"] = ValidSetRange(range(1, 1000), 1) ranges["batch_size"] = ValidSetRange(range(1, 100), 1) ranges["dropout"] = ValidFloatRange(0, 1, 0.5) return ranges
def ranges(self): ranges = dict() ranges["size"] = ValidSetRange(range(1, 1000), 100) ranges["min_count"] = ValidSetRange(range(1, 1000), 5) ranges["workers"] = ValidSetRange(range(1, 100), 1) ranges["window"] = ValidSetRange(range(2, 100), 5) ranges["sample"] = ValidFloatRange(1e-10, 1, 1e-3) return ranges
def ranges(self): ranges = dict() ranges["max_iterations"] = ValidSetRange(range(1, 1000000), 1) ranges["c1"] = ValidFloatRange(0, 100, 0.01) ranges["c2"] = ValidFloatRange(0, 100, 0.01) ranges["window"] = ValidSetRange(range(0, 100), 2) ranges["prefix"] = ValidSetRange(range(1, 10), 2) ranges["suffix"] = ValidSetRange(range(1, 10), 2) return ranges
def ranges(self): ranges = dict() ranges["max_iterations"] = ValidSetRange(range(1, 1000000), 1) ranges["num_epochs"] = ValidSetRange(range(1, 1000), 1) ranges["batch_size"] = ValidSetRange(range(1, 100), 1) ranges["dropout"] = ValidFloatRange(0, 1, 0.5) ranges["char_emb_size"] = ValidSetRange(range(1, 100), 32) ranges["word_emb_size"] = ValidSetRange(range(1, 1000), 128) ranges["char_lstm_units"] = ValidSetRange(range(1, 100), 32) ranges["word_lstm_units"] = ValidSetRange(range(1, 1000), 128) ranges["use_crf"] = ValidSetRange({False, True}, False) ranges["use_char_emb"] = ValidSetRange({False, True}, False) ranges["shuffle"] = ValidSetRange({False, True}, False) ranges["use_pos_emb"] = ValidSetRange({False, True}, False) ranges["pos_emb_size"] = ValidSetRange(range(1, 100), 16) return ranges
def ranges(self): ranges = dict() ranges["window"] = ValidSetRange(range(0, 10), 1) ranges["ngram_slice"] = ValidSetRange(range(1, 10), 1) return ranges
def ranges(self): ranges = dict() ranges["max_depth"] = ValidSetRange(range(1, 100), 10) ranges["min_samples_leaf"] = ValidSetRange(range(1, 10000), 3) ranges["random_state"] = ValidSetRange(range(1, 1000000), 2019) return ranges
def ranges(self): ranges = dict() ranges["max_iterations"] = ValidSetRange(range(1, 1000000), 1) ranges["C"] = ValidFloatRange(0, 10, 1) return ranges